update redis data

backend/app/agents/analyst/__init__.py

@@ -0,0 +1,112 @@
+from __future__ import annotations
+
+from typing import Any, Iterable, List
+
+from app.agents.form_auditor.models import ExtractedIrsForm990PfDataSchema
+
+from .agent import agent
+from .metrics import SnapshotBundle, build_key_metrics, build_snapshots
+from .models import AnalystReport, AnalystState
+
+__all__ = ["build_performance_report"]
+
+
+def _resolve_year(
+    entry: dict[str, Any], extraction: ExtractedIrsForm990PfDataSchema
+) -> int:
+    candidates: Iterable[Any] = (
+        entry.get("calendar_year"),
+        entry.get("year"),
+        entry.get("tax_year"),
+        entry.get("return_year"),
+        entry.get("metadata", {}).get("return_year")
+        if isinstance(entry.get("metadata"), dict)
+        else None,
+        entry.get("metadata", {}).get("tax_year")
+        if isinstance(entry.get("metadata"), dict)
+        else None,
+        extraction.core_organization_metadata.calendar_year,
+    )
+    for candidate in candidates:
+        if candidate in (None, ""):
+            continue
+        try:
+            return int(candidate)
+        except (TypeError, ValueError):
+            continue
+    raise ValueError("Unable to determine filing year for one of the payload entries.")
+
+
+async def build_performance_report(payloads: List[dict[str, Any]]) -> AnalystReport:
+    if not payloads:
+        raise ValueError("At least one payload is required for performance analysis.")
+
+    bundles: List[SnapshotBundle] = []
+
+    organisation_name = ""
+    organisation_ein = ""
+
+    for entry in payloads:
+        if not isinstance(entry, dict):
+            raise TypeError("Each payload entry must be a dict.")
+
+        extraction_payload = entry.get("extraction") if "extraction" in entry else entry
+        extraction = ExtractedIrsForm990PfDataSchema.model_validate(extraction_payload)
+        year = _resolve_year(entry, extraction)
+
+        if not organisation_ein:
+            organisation_ein = extraction.core_organization_metadata.ein
+            organisation_name = extraction.core_organization_metadata.legal_name
+        else:
+            if extraction.core_organization_metadata.ein != organisation_ein:
+                raise ValueError(
+                    "All payload entries must belong to the same organization."
+                )
+
+        bundles.append(SnapshotBundle(year=year, extraction=extraction))
+
+    bundles.sort(key=lambda bundle: bundle.year)
+    snapshots = build_snapshots(bundles)
+    metrics = build_key_metrics(snapshots)
+
+    notes = []
+    if metrics:
+        revenue_metric = metrics[0]
+        expense_metric = metrics[1] if len(metrics) > 1 else None
+        if revenue_metric.cagr is not None:
+            notes.append(f"Revenue CAGR: {revenue_metric.cagr:.2%}")
+        if expense_metric and expense_metric.cagr is not None:
+            notes.append(f"Expense CAGR: {expense_metric.cagr:.2%}")
+        surplus_metric = next(
+            (m for m in metrics if m.name == "Operating Surplus"), None
+        )
+        if surplus_metric:
+            last_value = surplus_metric.points[-1].value if surplus_metric.points else 0
+            notes.append(f"Latest operating surplus: {last_value:,.0f}")
+
+    state = AnalystState(
+        organisation_name=organisation_name,
+        organisation_ein=organisation_ein,
+        series=snapshots,
+        key_metrics=metrics,
+        notes=notes,
+    )
+
+    prompt = (
+        "Analyze the provided multi-year financial context. Quantify notable trends, "
+        "call out risks or strengths, and supply actionable recommendations. "
+        "Capture both positive momentum and areas requiring attention."
+    )
+    result = await agent.run(prompt, deps=state)
+    report = result.output
+
+    years = [snapshot.year for snapshot in snapshots]
+
+    return report.model_copy(
+        update={
+            "organisation_name": organisation_name,
+            "organisation_ein": organisation_ein,
+            "years_analyzed": years,
+            "key_metrics": metrics,
+        }
+    )

backend/app/agents/analyst/agent.py

@@ -0,0 +1,33 @@
+from __future__ import annotations
+
+from pydantic_ai import Agent
+from pydantic_ai.models.openai import OpenAIChatModel
+from pydantic_ai.providers.azure import AzureProvider
+
+from app.core.config import settings
+
+from .models import AnalystReport, AnalystState
+
+provider = AzureProvider(
+    azure_endpoint=settings.AZURE_OPENAI_ENDPOINT,
+    api_version=settings.AZURE_OPENAI_API_VERSION,
+    api_key=settings.AZURE_OPENAI_API_KEY,
+)
+
+model = OpenAIChatModel(model_name="gpt-4o", provider=provider)
+
+agent = Agent(
+    model=model,
+    name="MultiYearAnalyst",
+    deps_type=AnalystState,
+    output_type=AnalystReport,
+    system_prompt=(
+        "You are a nonprofit financial analyst. You receive multi-year Form 990 extractions "
+        "summarized into deterministic metrics (series, ratios, surplus, CAGR). Use the context "
+        "to highlight performance trends, governance implications, and forward-looking risks. "
+        "Focus on numeric trends: revenue growth, expense discipline, surplus stability, "
+        "program-vs-admin mix, and fundraising efficiency. Provide concise bullet insights, "
+        "clear recommendations tied to the data, and a balanced outlook (strengths vs watch items). "
+        "Only cite facts available in the provided series—do not invent figures."
+    ),
+)

backend/app/agents/analyst/metrics.py

@@ -0,0 +1,197 @@
+from __future__ import annotations
+
+from dataclasses import dataclass
+from typing import Iterable, List, Sequence, Tuple
+
+from app.agents.form_auditor.models import ExtractedIrsForm990PfDataSchema
+
+from .models import TrendDirection, TrendMetric, TrendMetricPoint, YearlySnapshot
+
+
+@dataclass
+class SnapshotBundle:
+    year: int
+    extraction: ExtractedIrsForm990PfDataSchema
+
+
+def _safe_ratio(numerator: float, denominator: float) -> float | None:
+    if denominator in (0, None):
+        return None
+    try:
+        return numerator / denominator
+    except ZeroDivisionError:
+        return None
+
+
+def _growth(current: float, previous: float | None) -> float | None:
+    if previous in (None, 0):
+        return None
+    try:
+        return (current - previous) / previous
+    except ZeroDivisionError:
+        return None
+
+
+def _direction_from_points(values: Sequence[float | None]) -> TrendDirection:
+    clean = [value for value in values if value is not None]
+    if len(clean) < 2:
+        return TrendDirection.STABLE
+
+    start, end = clean[0], clean[-1]
+    if start is None or end is None:
+        return TrendDirection.STABLE
+
+    delta = end - start
+    tolerance = abs(start) * 0.02 if start else 0.01
+    if abs(delta) <= tolerance:
+        return TrendDirection.STABLE
+
+    if len(clean) > 2:
+        swings = sum(
+            1
+            for idx in range(1, len(clean) - 1)
+            if (clean[idx] - clean[idx - 1]) * (clean[idx + 1] - clean[idx]) < 0
+        )
+        if swings >= len(clean) // 2:
+            return TrendDirection.VOLATILE
+
+    return TrendDirection.IMPROVING if delta > 0 else TrendDirection.DECLINING
+
+
+def _cagr(start: float | None, end: float | None, periods: int) -> float | None:
+    if start is None or end is None or start <= 0 or end <= 0 or periods <= 0:
+        return None
+    return (end / start) ** (1 / periods) - 1
+
+
+def build_snapshots(bundles: Sequence[SnapshotBundle]) -> List[YearlySnapshot]:
+    snapshots: List[YearlySnapshot] = []
+    previous_revenue = None
+    previous_expenses = None
+
+    for bundle in bundles:
+        rev = bundle.extraction.revenue_breakdown.total_revenue
+        exp = bundle.extraction.expenses_breakdown.total_expenses
+        program = bundle.extraction.expenses_breakdown.program_services_expenses
+        admin = bundle.extraction.expenses_breakdown.management_general_expenses
+        fundraising = bundle.extraction.expenses_breakdown.fundraising_expenses
+
+        snapshots.append(
+            YearlySnapshot(
+                year=bundle.year,
+                total_revenue=rev,
+                total_expenses=exp,
+                revenue_growth=_growth(rev, previous_revenue),
+                expense_growth=_growth(exp, previous_expenses),
+                surplus=rev - exp,
+                program_ratio=_safe_ratio(program, exp),
+                admin_ratio=_safe_ratio(admin, exp),
+                fundraising_ratio=_safe_ratio(fundraising, exp),
+                net_margin=_safe_ratio(rev - exp, rev),
+            )
+        )
+        previous_revenue = rev
+        previous_expenses = exp
+
+    return snapshots
+
+
+def _metric_from_series(
+    name: str,
+    unit: str,
+    description: str,
+    values: Iterable[Tuple[int, float | None]],
+) -> TrendMetric:
+    points = [
+        TrendMetricPoint(year=year, value=value or 0.0, growth=None)
+        for year, value in values
+    ]
+
+    for idx in range(1, len(points)):
+        prev = points[idx - 1].value
+        curr = points[idx].value
+        points[idx].growth = _growth(curr, prev)
+
+    data_values = [point.value for point in points]
+    direction = _direction_from_points(data_values)
+    cagr = None
+    if len(points) >= 2:
+        cagr = _cagr(points[0].value, points[-1].value, len(points) - 1)
+
+    return TrendMetric(
+        name=name,
+        unit=unit,
+        description=description,
+        points=points,
+        cagr=cagr,
+        direction=direction,
+    )
+
+
+def build_key_metrics(snapshots: Sequence[YearlySnapshot]) -> List[TrendMetric]:
+    if not snapshots:
+        return []
+
+    metrics = [
+        _metric_from_series(
+            "Total Revenue",
+            "USD",
+            "Reported total revenue in Part I.",
+            [(snap.year, snap.total_revenue) for snap in snapshots],
+        ),
+        _metric_from_series(
+            "Total Expenses",
+            "USD",
+            "Reported total expenses in Part I.",
+            [(snap.year, snap.total_expenses) for snap in snapshots],
+        ),
+        _metric_from_series(
+            "Operating Surplus",
+            "USD",
+            "Difference between total revenue and total expenses.",
+            [(snap.year, snap.surplus) for snap in snapshots],
+        ),
+        _metric_from_series(
+            "Program Service Ratio",
+            "Ratio",
+            "Program service expenses divided by total expenses.",
+            [
+                (
+                    snap.year,
+                    snap.program_ratio if snap.program_ratio is not None else 0.0,
+                )
+                for snap in snapshots
+            ],
+        ),
+        _metric_from_series(
+            "Administrative Ratio",
+            "Ratio",
+            "Management & general expenses divided by total expenses.",
+            [
+                (snap.year, snap.admin_ratio if snap.admin_ratio is not None else 0.0)
+                for snap in snapshots
+            ],
+        ),
+        _metric_from_series(
+            "Fundraising Ratio",
+            "Ratio",
+            "Fundraising expenses divided by total expenses.",
+            [
+                (
+                    snap.year,
+                    snap.fundraising_ratio
+                    if snap.fundraising_ratio is not None
+                    else 0.0,
+                )
+                for snap in snapshots
+            ],
+        ),
+    ]
+
+    for metric in metrics:
+        if metric.name.endswith("Ratio"):
+            metric.notes = "Higher values indicate greater spending share."
+        elif metric.name == "Operating Surplus":
+            metric.notes = "Positive surplus implies revenues exceeded expenses."
+
+    return metrics

backend/app/agents/analyst/models.py

@@ -0,0 +1,74 @@
+from __future__ import annotations
+
+from enum import Enum
+from typing import List
+
+from pydantic import BaseModel, Field
+
+
+class TrendDirection(str, Enum):
+    IMPROVING = "Improving"
+    DECLINING = "Declining"
+    STABLE = "Stable"
+    VOLATILE = "Volatile"
+
+
+class TrendMetricPoint(BaseModel):
+    year: int
+    value: float
+    growth: float | None = Field(
+        default=None, description="Year-over-year growth expressed as a decimal."
+    )
+
+
+class TrendMetric(BaseModel):
+    name: str
+    unit: str
+    description: str
+    points: List[TrendMetricPoint]
+    cagr: float | None = Field(
+        default=None,
+        description="Compound annual growth rate across the analyzed period.",
+    )
+    direction: TrendDirection = Field(
+        default=TrendDirection.STABLE, description="Overall direction of the metric."
+    )
+    notes: str | None = None
+
+
+class TrendInsight(BaseModel):
+    category: str
+    direction: TrendDirection
+    summary: str
+    confidence: float = Field(default=0.7, ge=0.0, le=1.0)
+
+
+class AnalystReport(BaseModel):
+    organisation_name: str
+    organisation_ein: str
+    years_analyzed: List[int] = Field(default_factory=list)
+    key_metrics: List[TrendMetric] = Field(default_factory=list)
+    insights: List[TrendInsight] = Field(default_factory=list)
+    recommendations: List[str] = Field(default_factory=list)
+    outlook: str = "Pending analysis"
+
+
+class YearlySnapshot(BaseModel):
+    year: int
+    total_revenue: float
+    total_expenses: float
+    revenue_growth: float | None = None
+    expense_growth: float | None = None
+    surplus: float | None = None
+    program_ratio: float | None = None
+    admin_ratio: float | None = None
+    fundraising_ratio: float | None = None
+    net_margin: float | None = None
+
+
+class AnalystState(BaseModel):
+    organisation_name: str
+    organisation_ein: str
+    series: List[YearlySnapshot]
+    key_metrics: List[TrendMetric]
+    notes: List[str] = Field(default_factory=list)

backend/app/agents/form_auditor/models.py

@@ -106,6 +106,11 @@ class CoreOrganizationMetadata(BaseModel):
     incorporation_state: str = Field(
         ..., description="State of incorporation.", title="Incorporation State"
     )
+    calendar_year: str | None = Field(
+        default=None,
+        description="Calendar year covered by the return (if different from fiscal year).",
+        title="Calendar Year",
+    )
 
 
 class RevenueBreakdown(BaseModel):
@@ -579,6 +584,7 @@ def _transform_flat_payload(data: dict[str, Any]) -> dict[str, Any]:
             "organization_type": get_str("organization_type"),
             "year_of_formation": get_str("year_of_formation"),
             "incorporation_state": get_str("incorporation_state"),
+            "calendar_year": get_str("calendar_year"),
         },
         "revenue_breakdown": {
             "total_revenue": get_value("total_revenue"),

backend/app/routers/agent.py

@@ -1,4 +1,5 @@
 import json
+import logging
 from dataclasses import dataclass
 from typing import Annotated, Any
 
@@ -10,7 +11,7 @@ from pydantic_ai.ui.vercel_ai import VercelAIAdapter
 from starlette.requests import Request
 from starlette.responses import Response
 
-from app.agents import form_auditor, web_search
+from app.agents import analyst, form_auditor, web_search
 from app.core.config import settings
 from app.services.extracted_data_service import get_extracted_data_service
 
@@ -24,27 +25,43 @@ model = OpenAIChatModel(model_name="gpt-4o", provider=provider)
 
 @dataclass
 class Deps:
-    extracted_data: dict[str, Any]
+    extracted_data: list[dict[str, Any]]
 
 
 agent = Agent(model=model, deps_type=Deps)
 
 router = APIRouter(prefix="/api/v1/agent", tags=["Agent"])
 
+logger = logging.getLogger(__name__)
+
 
 @agent.tool
 async def build_audit_report(ctx: RunContext[Deps]):
     """Calls the audit subagent to get a full audit report of the organization"""
-    data = ctx.deps.extracted_data
-
-    with open("data/audit_report.json", "w") as f:
-        json.dump(data, f)
+    data = ctx.deps.extracted_data[0]
 
     result = await form_auditor.build_audit_report(data)
 
     return result.model_dump()
 
 
+@agent.tool
+async def build_analysis_report(ctx: RunContext[Deps]):
+    """Calls the analyst subagent to get a full report of the organization's performance across years"""
+    data = ctx.deps.extracted_data
+    if not data:
+        raise ValueError("No extracted data available for analysis.")
+
+    if len(data) == 1:
+        logger.info(
+            "build_analysis_report called with single-year data; report will still be generated but trends may be limited."
+        )
+
+    result = await analyst.build_performance_report(data)
+
+    return result.model_dump()
+
+
 @agent.tool_plain
 async def search_web_information(query: str, max_results: int = 5):
     """Search the web for up-to-date information using Tavily. Use this when you need current information, news, research, or facts not in your knowledge base."""
@@ -61,6 +78,8 @@ async def chat(request: Request, tema: Annotated[str, Header()]) -> Response:
 
     extracted_data = [doc.get_extracted_data() for doc in data]
 
-    deps = Deps(extracted_data=extracted_data[0])
+    logger.info(f"Extracted data amount: {len(extracted_data)}")
+
+    deps = Deps(extracted_data=extracted_data)
 
     return await VercelAIAdapter.dispatch_request(request, agent=agent, deps=deps)

backend/data/schemas/schema_103b7090a542.json

@@ -12,6 +12,15 @@
       "max_value": null,
       "pattern": "^\\d{2}-\\d{7}$"
     },
+    {
+      "name": "calendar_year",
+      "type": "integer",
+      "description": "Calendar year for which the data is reported",
+      "required": true,
+      "min_value": null,
+      "max_value": null,
+      "pattern": null
+    },
     {
       "name": "legal_name",
       "type": "string",

frontend/src/components/AnalystReport.tsx

@@ -0,0 +1,230 @@
+import {
+  TrendingUp,
+  TrendingDown,
+  Activity,
+  Info,
+  Target,
+  Lightbulb,
+  ArrowRight,
+  AlertTriangle,
+} from "lucide-react";
+
+type TrendDirection = "Improving" | "Declining" | "Stable" | "Volatile";
+
+interface TrendMetricPoint {
+  year: number;
+  value: number;
+  growth?: number | null;
+}
+
+interface TrendMetric {
+  name: string;
+  unit: string;
+  description: string;
+  points: TrendMetricPoint[];
+  cagr?: number | null;
+  direction: TrendDirection;
+  notes?: string | null;
+}
+
+interface TrendInsight {
+  category: string;
+  direction: TrendDirection;
+  summary: string;
+  confidence: number;
+}
+
+interface AnalystReportData {
+  organisation_name: string;
+  organisation_ein: string;
+  years_analyzed: number[];
+  key_metrics: TrendMetric[];
+  insights: TrendInsight[];
+  recommendations: string[];
+  outlook: string;
+}
+
+interface AnalystReportProps {
+  data: AnalystReportData;
+}
+
+const directionBadgeClasses: Record<TrendDirection, string> = {
+  Improving: "bg-green-100 text-green-700 border-green-200",
+  Declining: "bg-red-100 text-red-700 border-red-200",
+  Stable: "bg-blue-100 text-blue-700 border-blue-200",
+  Volatile: "bg-yellow-100 text-yellow-700 border-yellow-200",
+};
+
+const directionIcon = (direction: TrendDirection) => {
+  switch (direction) {
+    case "Improving":
+      return <TrendingUp className="w-4 h-4" />;
+    case "Declining":
+      return <TrendingDown className="w-4 h-4" />;
+    case "Volatile":
+      return <Activity className="w-4 h-4" />;
+    default:
+      return <Info className="w-4 h-4" />;
+  }
+};
+
+const formatNumber = (value: number, unit: string) => {
+  if (unit === "USD") {
+    return `$${value.toLocaleString("en-US", {
+      maximumFractionDigits: 0,
+    })}`;
+  }
+  if (unit === "Ratio") {
+    return `${(value * 100).toFixed(1)}%`;
+  }
+  return value.toLocaleString("en-US", { maximumFractionDigits: 2 });
+};
+
+const formatPercent = (value?: number | null) => {
+  if (value === undefined || value === null || Number.isNaN(value)) {
+    return "—";
+  }
+  return `${(value * 100).toFixed(1)}%`;
+};
+
+export function AnalystReport({ data }: AnalystReportProps) {
+  const {
+    organisation_name,
+    organisation_ein,
+    years_analyzed,
+    key_metrics,
+    insights,
+    recommendations,
+    outlook,
+  } = data;
+
+  return (
+    <div className="w-full bg-white border border-gray-200 rounded-lg shadow-sm overflow-hidden">
+      <div className="bg-gradient-to-r from-emerald-50 to-sky-50 px-4 py-3 border-b border-emerald-100">
+        <div className="flex items-center justify-between">
+          <div>
+            <p className="text-xs text-gray-500 uppercase tracking-wide">
+              Multi-year performance analysis
+            </p>
+            <h3 className="text-lg font-semibold text-gray-900">
+              {organisation_name}
+            </h3>
+            <p className="text-xs text-gray-600">
+              EIN {organisation_ein} • {years_analyzed.join(" – ")}
+            </p>
+          </div>
+          <div className="text-right text-sm text-gray-600">
+            <span className="font-medium text-gray-900">Outlook</span>
+            <p className="text-xs text-gray-600 max-w-xs">{outlook}</p>
+          </div>
+        </div>
+      </div>
+
+      {/* Key Metrics */}
+      {key_metrics.length > 0 && (
+        <div className="p-4 space-y-3">
+          <h4 className="text-sm font-semibold text-gray-800 flex items-center gap-2">
+            <Activity className="w-4 h-4 text-emerald-600" />
+            Core Trend Metrics
+          </h4>
+          <div className="grid gap-3 md:grid-cols-2">
+            {key_metrics.slice(0, 4).map((metric, index) => {
+              const latest = metric.points[metric.points.length - 1];
+              const prior =
+                metric.points.length > 1
+                  ? metric.points[metric.points.length - 2]
+                  : null;
+              const yoy = latest && prior ? formatPercent(latest.growth) : "—";
+              return (
+                <div
+                  key={`${metric.name}-${index}`}
+                  className="border rounded-lg p-3 bg-gray-50"
+                >
+                  <div className="flex items-center justify-between mb-1">
+                    <div className="font-medium text-sm text-gray-900">
+                      {metric.name}
+                    </div>
+                    <span
+                      className={`inline-flex items-center gap-1 text-xs px-2 py-0.5 rounded-full border ${directionBadgeClasses[metric.direction]}`}
+                    >
+                      {directionIcon(metric.direction)}
+                      {metric.direction}
+                    </span>
+                  </div>
+                  <p className="text-2xl font-semibold text-gray-900">
+                    {latest ? formatNumber(latest.value, metric.unit) : "—"}
+                  </p>
+                  <div className="flex justify-between text-xs text-gray-600 mt-1">
+                    <span>YoY: {yoy}</span>
+                    <span>CAGR: {formatPercent(metric.cagr)}</span>
+                  </div>
+                  {metric.notes && (
+                    <p className="text-xs text-gray-500 mt-2">{metric.notes}</p>
+                  )}
+                </div>
+              );
+            })}
+          </div>
+        </div>
+      )}
+
+      {/* Insights */}
+      {insights.length > 0 && (
+        <div className="px-4 pb-4">
+          <h4 className="text-sm font-semibold text-gray-800 mb-2 flex items-center gap-2">
+            <Lightbulb className="w-4 h-4 text-amber-500" />
+            Key Insights
+          </h4>
+          <div className="space-y-2">
+            {insights.map((insight, index) => (
+              <div
+                key={`${insight.category}-${index}`}
+                className="border rounded-lg p-3 bg-white"
+              >
+                <div className="flex justify-between items-center mb-1">
+                  <div className="flex items-center gap-2 text-sm font-medium text-gray-900">
+                    {directionIcon(insight.direction)}
+                    {insight.category}
+                  </div>
+                  <span className="text-xs text-gray-500">
+                    {Math.round(insight.confidence * 100)}% confidence
+                  </span>
+                </div>
+                <p className="text-sm text-gray-700">{insight.summary}</p>
+              </div>
+            ))}
+          </div>
+        </div>
+      )}
+
+      {/* Recommendations */}
+      {recommendations.length > 0 && (
+        <div className="px-4 pb-4">
+          <h4 className="text-sm font-semibold text-gray-800 mb-2 flex items-center gap-2">
+            <Target className="w-4 h-4 text-indigo-500" />
+            Recommended Actions
+          </h4>
+          <ul className="space-y-1 text-sm text-gray-700">
+            {recommendations.map((rec, index) => (
+              <li
+                key={`rec-${index}`}
+                className="flex items-start gap-2 bg-gray-50 border border-gray-100 rounded-lg p-2"
+              >
+                <ArrowRight className="w-4 h-4 text-gray-500 mt-0.5" />
+                <span>{rec}</span>
+              </li>
+            ))}
+          </ul>
+        </div>
+      )}
+
+      {/* Empty states fallback */}
+      {recommendations.length === 0 && insights.length === 0 && (
+        <div className="px-4 py-6 text-sm text-gray-600 flex items-center gap-2">
+          <AlertTriangle className="w-4 h-4 text-gray-400" />
+          No trend insights available yet. Try requesting an annual comparison.
+        </div>
+      )}
+    </div>
+  );
+}

frontend/src/components/ChatTab.tsx

@@ -16,7 +16,7 @@ import {
   PromptInputTools,
 } from "@/components/ai-elements/prompt-input";
 import { Action, Actions } from "@/components/ai-elements/actions";
-import { Fragment, useState, useEffect } from "react";
+import { Fragment, useState, useEffect, useMemo } from "react";
 import { useChat } from "@ai-sdk/react";
 import { Response } from "@/components/ai-elements/response";
 import {
@@ -29,6 +29,7 @@ import {
   User,
 } from "lucide-react";
 import { AuditReport } from "./AuditReport";
+import { AnalystReport } from "./AnalystReport";
 import { WebSearchResults } from "./WebSearchResults";
 import { Loader } from "@/components/ai-elements/loader";
 import { DefaultChatTransport } from "ai";
@@ -55,7 +56,7 @@ export function ChatTab({ selectedTema }: ChatTabProps) {
       },
     }),
     onError: (error) => {
-      setError(`Error en el chat: ${error.message}`);
+      setError(`Chat error: ${error.message}`);
     },
   });
 
@@ -83,20 +84,32 @@ export function ChatTab({ selectedTema }: ChatTabProps) {
       {
         body: {
           dataroom: selectedTema,
-          context: `Usuario está consultando sobre el dataroom: ${selectedTema}`,
+          context: `User is asking about the dataroom: ${selectedTema}`,
         },
       },
     );
     setInput("");
   };
 
+  const hasActiveToolRequest = useMemo(() => {
+    return messages.some((message) =>
+      message.parts.some(
+        (part: any) =>
+          typeof part?.type === "string" &&
+          part.type.startsWith("tool-") &&
+          part.state === "input-available",
+      ),
+    );
+  }, [messages]);
+
+  const shouldShowGlobalLoader =
+    (status === "streaming" || status === "loading") && !hasActiveToolRequest;
+
   if (!selectedTema) {
     return (
       <div className="flex flex-col items-center justify-center h-64">
         <MessageCircle className="w-12 h-12 text-gray-400 mb-4" />
-        <p className="text-gray-500">
-          Selecciona un dataroom para iniciar el chat
-        </p>
+        <p className="text-gray-500">Select a dataroom to start chatting</p>
       </div>
     );
   }
@@ -114,9 +127,9 @@ export function ChatTab({ selectedTema }: ChatTabProps) {
               </div>
               <div className="flex-1 bg-gray-50 rounded-lg p-4">
                 <p className="text-sm text-gray-800">
-                  ¡Hola! Soy tu asistente de IA para el dataroom{" "}
-                  <strong>{selectedTema}</strong>. Puedes hacerme preguntas
-                  sobre los documentos almacenados aquí.
+                  Hi! I’m your AI assistant for dataroom{" "}
+                  <strong>{selectedTema}</strong>. Ask me anything about the
+                  stored documents.
                 </p>
               </div>
             </div>
@@ -205,11 +218,11 @@ export function ChatTab({ selectedTema }: ChatTabProps) {
                         return (
                           <div
                             key={`${message.id}-${i}`}
-                            className="flex items-center gap-2 p-4 bg-blue-50 rounded-lg border border-blue-200"
+                            className="mb-4 flex items-center gap-2 p-4 bg-blue-50 rounded-lg border border-blue-200"
                           >
                             <div className="animate-spin rounded-full h-4 w-4 border-b-2 border-blue-600"></div>
                             <span className="text-sm text-blue-700">
-                              Generando reporte de auditoría...
+                              Generating audit report…
                             </span>
                           </div>
                         );
@@ -217,7 +230,7 @@ export function ChatTab({ selectedTema }: ChatTabProps) {
                         return (
                           <div
                             key={`${message.id}-${i}`}
-                            className="mt-4 w-full"
+                            className="mt-4 mb-4 w-full"
                           >
                             <div className="max-w-full overflow-hidden">
                               <AuditReport data={part.output} />
@@ -228,12 +241,57 @@ export function ChatTab({ selectedTema }: ChatTabProps) {
                         return (
                           <div
                             key={`${message.id}-${i}`}
-                            className="p-4 bg-red-50 border border-red-200 rounded-lg"
+                            className="mb-4 p-4 bg-red-50 border border-red-200 rounded-lg"
                           >
                             <div className="flex items-center gap-2">
                               <AlertCircle className="w-4 h-4 text-red-600" />
                               <span className="text-sm font-medium text-red-800">
-                                Error generando reporte de auditoría
+                                Failed to generate audit report
+                              </span>
+                            </div>
+                            <p className="text-sm text-red-600 mt-1">
+                              {part.errorText}
+                            </p>
+                          </div>
+                        );
+                      default:
+                        return null;
+                    }
+                  case "tool-build_analysis_report":
+                    switch (part.state) {
+                      case "input-available":
+                        return (
+                          <div
+                            key={`${message.id}-${i}`}
+                            className="mb-4 flex items-center gap-2 p-4 bg-purple-50 rounded-lg border border-purple-200"
+                          >
+                            <div className="animate-spin rounded-full h-4 w-4 border-b-2 border-purple-600"></div>
+                            <span className="text-sm text-purple-700">
+                              Generating performance analysis…
+                            </span>
+                          </div>
+                        );
+                      case "output-available":
+                        return (
+                          <div
+                            key={`${message.id}-${i}`}
+                            className="mt-4 mb-4 w-full"
+                          >
+                            <div className="max-w-full overflow-hidden">
+                              <AnalystReport data={part.output} />
+                            </div>
+                          </div>
+                        );
+                      case "output-error":
+                        return (
+                          <div
+                            key={`${message.id}-${i}`}
+                            className="mb-4 p-4 bg-red-50 border border-red-200 rounded-lg"
+                          >
+                            <div className="flex items-center gap-2">
+                              <AlertCircle className="w-4 h-4 text-red-600" />
+                              <span className="text-sm font-medium text-red-800">
+                                Failed to generate performance analysis
                               </span>
                             </div>
                             <p className="text-sm text-red-600 mt-1">
@@ -250,11 +308,11 @@ export function ChatTab({ selectedTema }: ChatTabProps) {
                         return (
                           <div
                             key={`${message.id}-${i}`}
-                            className="flex items-center gap-2 p-4 bg-green-50 rounded-lg border border-green-200"
+                            className="mb-4 flex items-center gap-2 p-4 bg-green-50 rounded-lg border border-green-200"
                           >
                             <div className="animate-spin rounded-full h-4 w-4 border-b-2 border-green-600"></div>
                             <span className="text-sm text-green-700">
-                              Searching the web...
+                              Searching the web…
                             </span>
                           </div>
                         );
@@ -262,7 +320,7 @@ export function ChatTab({ selectedTema }: ChatTabProps) {
                         return (
                           <div
                             key={`${message.id}-${i}`}
-                            className="mt-4 w-full"
+                            className="mt-4 mb-4 w-full"
                           >
                             <div className="max-w-full overflow-hidden">
                               <WebSearchResults data={part.output} />
@@ -273,12 +331,12 @@ export function ChatTab({ selectedTema }: ChatTabProps) {
                         return (
                           <div
                             key={`${message.id}-${i}`}
-                            className="p-4 bg-red-50 border border-red-200 rounded-lg"
+                            className="mb-4 p-4 bg-red-50 border border-red-200 rounded-lg"
                           >
                             <div className="flex items-center gap-2">
                               <AlertCircle className="w-4 h-4 text-red-600" />
                               <span className="text-sm font-medium text-red-800">
-                                Error searching the web
+                                Failed to search the web
                               </span>
                             </div>
                             <p className="text-sm text-red-600 mt-1">
@@ -295,8 +353,7 @@ export function ChatTab({ selectedTema }: ChatTabProps) {
               })}
             </div>
           ))}
-          {status === "streaming" && <Loader />}
-          {status === "loading" && <Loader />}
+          {shouldShowGlobalLoader && <Loader />}
         </div>
       </div>
 
@@ -317,7 +374,7 @@ export function ChatTab({ selectedTema }: ChatTabProps) {
             <PromptInputTextarea
               onChange={(e) => setInput(e.target.value)}
               value={input}
-              placeholder={`Pregunta algo sobre ${selectedTema}...`}
+              placeholder={`Ask something about ${selectedTema}...`}
               disabled={status === "streaming" || status === "loading"}
               className="min-h-[60px] resize-none border-0 focus:ring-0 transition-all duration-200 text-base px-4 py-3 bg-white rounded-xl"
             />

frontend/src/components/DashboardTab.tsx

@@ -59,9 +59,8 @@ export function DashboardTab({ selectedTema }: DashboardTabProps) {
       const info = await api.getDataroomInfo(selectedTema);
       setDataroomInfo(info);
     } catch (err) {
-      const errorMessage =
-        err instanceof Error ? err.message : "Error desconocido";
-      setError(`Error cargando información: ${errorMessage}`);
+      const errorMessage = err instanceof Error ? err.message : "Unknown error";
+      setError(`Unable to load dataroom info: ${errorMessage}`);
       console.error("Error fetching dataroom info:", err);
     } finally {
       setLoading(false);
@@ -70,7 +69,7 @@ export function DashboardTab({ selectedTema }: DashboardTabProps) {
 
   const formatFileTypes = (fileTypes: Record<string, number>) => {
     const entries = Object.entries(fileTypes);
-    if (entries.length === 0) return "Sin archivos";
+    if (entries.length === 0) return "No files";
 
     return entries
       .sort(([, a], [, b]) => b - a) // Sort by count descending
@@ -90,9 +89,7 @@ export function DashboardTab({ selectedTema }: DashboardTabProps) {
     return (
       <div className="flex flex-col items-center justify-center h-64">
         <Activity className="w-12 h-12 text-gray-400 mb-4" />
-        <p className="text-gray-500">
-          Selecciona un dataroom para ver las métricas
-        </p>
+        <p className="text-gray-500">Select a dataroom to view its metrics</p>
       </div>
     );
   }
@@ -101,7 +98,7 @@ export function DashboardTab({ selectedTema }: DashboardTabProps) {
     return (
       <div className="flex flex-col items-center justify-center h-64">
         <Loader2 className="w-8 h-8 text-blue-600 animate-spin mb-4" />
-        <p className="text-gray-600">Cargando métricas...</p>
+        <p className="text-gray-600">Loading metrics…</p>
       </div>
     );
   }
@@ -124,24 +121,14 @@ export function DashboardTab({ selectedTema }: DashboardTabProps) {
     return (
       <div className="flex flex-col items-center justify-center h-64">
         <AlertCircle className="w-12 h-12 text-gray-400 mb-4" />
-        <p className="text-gray-500">
-          No se pudo cargar la información del dataroom
-        </p>
+        <p className="text-gray-500">Unable to load dataroom information</p>
       </div>
     );
   }
 
   return (
     <div className="p-6">
-      <div className="mb-6">
-        <h3 className="text-lg font-semibold text-gray-900 mb-2">
-          Métricas del Dataroom: {selectedTema}
-        </h3>
-        <p className="text-sm text-gray-600">
-          Vista general del estado y actividad del dataroom
-        </p>
-      </div>
-
+      <h4 className="text-md font-semibold text-gray-900 mb-4">Metrics</h4>
       <div className="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-4 gap-6">
         {/* Files Count Card */}
         <div className="bg-white border border-gray-200 rounded-lg p-4">
@@ -150,7 +137,7 @@ export function DashboardTab({ selectedTema }: DashboardTabProps) {
               <FileText className="w-5 h-5 text-blue-600" />
             </div>
             <div>
-              <p className="text-sm font-medium text-gray-600">Archivos</p>
+              <p className="text-sm font-medium text-gray-600">Files</p>
               <p className="text-2xl font-bold text-gray-900">
                 {dataroomInfo.file_count}
               </p>
@@ -168,9 +155,7 @@ export function DashboardTab({ selectedTema }: DashboardTabProps) {
               <Database className="w-5 h-5 text-green-600" />
             </div>
             <div>
-              <p className="text-sm font-medium text-gray-600">
-                Almacenamiento
-              </p>
+              <p className="text-sm font-medium text-gray-600">Storage</p>
               <p className="text-2xl font-bold text-gray-900">
                 {dataroomInfo.total_size_mb.toFixed(1)} MB
               </p>
@@ -188,14 +173,14 @@ export function DashboardTab({ selectedTema }: DashboardTabProps) {
               <Activity className="w-5 h-5 text-purple-600" />
             </div>
             <div>
-              <p className="text-sm font-medium text-gray-600">Vectores</p>
+              <p className="text-sm font-medium text-gray-600">Vectors</p>
               <p className="text-2xl font-bold text-gray-900">
                 {dataroomInfo.vector_count ?? 0}
               </p>
               <p className="text-xs text-gray-500 mt-1">
                 {dataroomInfo.collection_exists
-                  ? "Vectores indexados"
-                  : "Sin vectores"}
+                  ? "Indexed vectors"
+                  : "No vectors"}
               </p>
             </div>
           </div>
@@ -208,10 +193,10 @@ export function DashboardTab({ selectedTema }: DashboardTabProps) {
               <TrendingUp className="w-5 h-5 text-orange-600" />
             </div>
             <div>
-              <p className="text-sm font-medium text-gray-600">Estado</p>
+              <p className="text-sm font-medium text-gray-600">Status</p>
               <div className="flex items-center gap-2">
                 <p className="text-2xl font-bold text-gray-900">
-                  {dataroomInfo.collection_exists ? "Activo" : "Inactivo"}
+                  {dataroomInfo.collection_exists ? "Active" : "Inactive"}
                 </p>
                 {dataroomInfo.collection_exists ? (
                   <CheckCircle className="w-6 h-6 text-green-600" />
@@ -222,14 +207,13 @@ export function DashboardTab({ selectedTema }: DashboardTabProps) {
               {dataroomInfo.collection_info ? (
                 <p className="text-xs text-gray-500 mt-1">
                   {dataroomInfo.collection_info.indexed_vectors_count}/
-                  {dataroomInfo.collection_info.vectors_count} vectores
-                  indexados
+                  {dataroomInfo.collection_info.vectors_count} indexed vectors
                 </p>
               ) : (
                 <p className="text-xs text-gray-500 mt-1">
                   {dataroomInfo.collection_exists
-                    ? "Colección sin datos"
-                    : "Sin colección"}
+                    ? "Collection has no data"
+                    : "No collection"}
                 </p>
               )}
             </div>
@@ -241,7 +225,7 @@ export function DashboardTab({ selectedTema }: DashboardTabProps) {
       {dataroomInfo.recent_files.length > 0 && (
         <div className="mt-8">
           <h4 className="text-md font-semibold text-gray-900 mb-4">
-            Archivos Recientes
+            Recent Files
           </h4>
           <div className="bg-white border border-gray-200 rounded-lg overflow-hidden">
             <div className="divide-y divide-gray-200">
@@ -258,7 +242,7 @@ export function DashboardTab({ selectedTema }: DashboardTabProps) {
                       </p>
                       <p className="text-xs text-gray-500">
                         {new Date(file.last_modified).toLocaleDateString(
-                          "es-ES",
+                          "en-US",
                           {
                             year: "numeric",
                             month: "short",

frontend/src/components/DataroomView.tsx

@@ -87,14 +87,12 @@ export function DataroomView({ onProcessingChange }: DataroomViewProps = {}) {
         <div className="flex flex-wrap items-center justify-between gap-4">
           <div>
             <h2 className="text-2xl font-semibold text-gray-900 mb-2">
-              {selectedTema
-                ? `Dataroom: ${selectedTema}`
-                : "Selecciona un dataroom"}
+              {selectedTema ? `Dataroom: ${selectedTema}` : "Select a dataroom"}
             </h2>
             <p className="text-sm text-gray-600">
               {selectedTema
-                ? "Gestiona archivos, consulta métricas y chatea con IA sobre el contenido"
-                : "Selecciona un dataroom de la barra lateral para comenzar"}
+                ? "Manage files, review metrics, and chat with AI about the content."
+                : "Pick a dataroom from the sidebar to get started."}
             </p>
           </div>
         </div>

frontend/src/components/DeleteConfirmDialog.tsx

@@ -1,4 +1,4 @@
-import { Button } from '@/components/ui/button'
+import { Button } from "@/components/ui/button";
 import {
   Dialog,
   DialogContent,
@@ -6,17 +6,17 @@ import {
   DialogFooter,
   DialogHeader,
   DialogTitle,
-} from '@/components/ui/dialog'
-import { Trash2, AlertTriangle } from 'lucide-react'
+} from "@/components/ui/dialog";
+import { Trash2, AlertTriangle } from "lucide-react";
 
 interface DeleteConfirmDialogProps {
-  open: boolean
-  onOpenChange: (open: boolean) => void
-  onConfirm: () => void
-  title: string
-  description: string
-  fileList?: string[]
-  loading?: boolean
+  open: boolean;
+  onOpenChange: (open: boolean) => void;
+  onConfirm: () => void;
+  title: string;
+  description: string;
+  fileList?: string[];
+  loading?: boolean;
 }
 
 export function DeleteConfirmDialog({
@@ -26,7 +26,7 @@ export function DeleteConfirmDialog({
   title,
   description,
   fileList,
-  loading = false
+  loading = false,
 }: DeleteConfirmDialogProps) {
   return (
     <Dialog open={open} onOpenChange={onOpenChange}>
@@ -41,7 +41,7 @@ export function DeleteConfirmDialog({
 
         {fileList && fileList.length > 0 && (
           <div className="max-h-40 overflow-y-auto bg-gray-50 rounded p-3">
-            <p className="text-sm font-medium mb-2">Archivos a eliminar:</p>
+            <p className="text-sm	font-medium mb-2">Files to delete:</p>
             <ul className="text-sm space-y-1">
               {fileList.map((filename, index) => (
                 <li key={index} className="flex items-center gap-2">
@@ -59,17 +59,13 @@ export function DeleteConfirmDialog({
             onClick={() => onOpenChange(false)}
             disabled={loading}
           >
-            Cancelar
+            Cancel
           </Button>
-          <Button
-            variant="destructive"
-            onClick={onConfirm}
-            disabled={loading}
-          >
-            {loading ? 'Eliminando...' : 'Eliminar'}
+          <Button variant="destructive" onClick={onConfirm} disabled={loading}>
+            {loading ? "Deleting…" : "Delete"}
           </Button>
         </DialogFooter>
       </DialogContent>
     </Dialog>
-  )
+  );
 }

frontend/src/components/FilesTab.tsx

@@ -60,7 +60,7 @@ export function FilesTab({
   const [deleting, setDeleting] = useState(false);
   const [downloading, setDownloading] = useState(false);
 
-  // Estados para el modal de preview de PDF
+  // PDF preview modal state
   const [previewModalOpen, setPreviewModalOpen] = useState(false);
   const [previewFileUrl, setPreviewFileUrl] = useState<string | null>(null);
   const [previewFileName, setPreviewFileName] = useState("");
@@ -69,12 +69,12 @@ export function FilesTab({
   );
   const [loadingPreview, setLoadingPreview] = useState(false);
 
-  // Estados para el modal de chunks
+  // Chunk viewer modal state
   const [chunkViewerOpen, setChunkViewerOpen] = useState(false);
   const [chunkFileName, setChunkFileName] = useState("");
   const [chunkFileTema, setChunkFileTema] = useState("");
 
-  // Estados para chunking
+  // LandingAI chunking state
   const [chunkingConfigOpen, setChunkingConfigOpen] = useState(false);
   const [chunkingFileName, setChunkingFileName] = useState("");
   const [chunkingFileTema, setChunkingFileTema] = useState("");
@@ -123,10 +123,10 @@ export function FilesTab({
       setDeleting(true);
 
       if (fileToDelete) {
-        // Eliminar archivo individual
+        // Delete single file
         await api.deleteFile(fileToDelete, selectedTema || undefined);
       } else {
-        // Eliminar archivos seleccionados
+        // Delete selected files
         const filesToDelete = Array.from(selectedFiles);
         await api.deleteFiles(filesToDelete, selectedTema || undefined);
         clearSelection();
@@ -159,9 +159,7 @@ export function FilesTab({
     try {
       setDownloading(true);
       const filesToDownload = Array.from(selectedFiles);
-      const zipName = selectedTema
-        ? `${selectedTema}_archivos`
-        : "archivos_seleccionados";
+      const zipName = selectedTema ? `${selectedTema}_files` : "selected_files";
       await api.downloadMultipleFiles(
         filesToDownload,
         selectedTema || undefined,
@@ -234,7 +232,7 @@ export function FilesTab({
     }
   };
 
-  // Filtrar archivos por término de búsqueda
+  // Filter files by search term
   const filteredFiles = files.filter((file) =>
     file.name.toLowerCase().includes(searchTerm.toLowerCase()),
   );
@@ -250,7 +248,7 @@ export function FilesTab({
   };
 
   const formatDate = (dateString: string): string => {
-    return new Date(dateString).toLocaleDateString("es-ES", {
+    return new Date(dateString).toLocaleDateString("en-US", {
       year: "numeric",
       month: "short",
       day: "numeric",
@@ -262,15 +260,15 @@ export function FilesTab({
   const getDeleteDialogProps = () => {
     if (fileToDelete) {
       return {
-        title: "Eliminar archivo",
-        message: `¿Estás seguro de que deseas eliminar el archivo "${fileToDelete}"?`,
+        title: "Delete file",
+        message: `Are you sure you want to delete "${fileToDelete}"?`,
         fileList: [fileToDelete],
       };
     } else {
       const filesToDelete = Array.from(selectedFiles);
       return {
-        title: "Eliminar archivos seleccionados",
-        message: `¿Estás seguro de que deseas eliminar ${filesToDelete.length} archivo${filesToDelete.length > 1 ? "s" : ""}?`,
+        title: "Delete selected files",
+        message: `Are you sure you want to delete ${filesToDelete.length} file${filesToDelete.length > 1 ? "s" : ""}?`,
         fileList: filesToDelete,
       };
     }
@@ -280,9 +278,7 @@ export function FilesTab({
     return (
       <div className="flex flex-col items-center justify-center h-64">
         <FileText className="w-12 h-12 text-gray-400 mb-4" />
-        <p className="text-gray-500">
-          Selecciona un dataroom para ver sus archivos
-        </p>
+        <p className="text-gray-500">Select a dataroom to view its files</p>
       </div>
     );
   }
@@ -294,7 +290,7 @@ export function FilesTab({
           <div className="flex items-center gap-3">
             <div className="animate-spin rounded-full h-4 w-4 border-b-2 border-blue-600"></div>
             <span className="text-sm text-blue-800">
-              Procesando archivos con LandingAI...
+              Processing files with LandingAI…
             </span>
           </div>
         </div>
@@ -305,7 +301,7 @@ export function FilesTab({
           <div className="relative flex-1 max-w-md">
             <Search className="absolute left-3 top-1/2 transform -translate-y-1/2 text-gray-400 w-4 h-4" />
             <Input
-              placeholder="Buscar archivos..."
+              placeholder="Search files..."
               value={searchTerm}
               onChange={(e) => setSearchTerm(e.target.value)}
               className="pl-10"
@@ -324,7 +320,7 @@ export function FilesTab({
                   className="gap-2"
                 >
                   <Download className="w-4 h-4" />
-                  Descargar ({selectedFiles.size})
+                  Download ({selectedFiles.size})
                 </Button>
                 <Button
                   variant="outline"
@@ -334,7 +330,7 @@ export function FilesTab({
                   className="gap-2 text-red-600 hover:text-red-700"
                 >
                   <Trash2 className="w-4 h-4" />
-                  Eliminar ({selectedFiles.size})
+                  Delete ({selectedFiles.size})
                 </Button>
               </>
             )}
@@ -345,7 +341,7 @@ export function FilesTab({
               className="gap-2"
             >
               <Upload className="w-4 h-4" />
-              Subir archivo
+              Upload files
             </Button>
           </div>
         </div>
@@ -355,17 +351,17 @@ export function FilesTab({
         <div className="p-6">
           {loading ? (
             <div className="flex items-center justify-center h-64">
-              <p className="text-gray-500">Cargando archivos...</p>
+              <p className="text-gray-500">Loading files…</p>
             </div>
           ) : filteredFiles.length === 0 ? (
             <div className="flex flex-col items-center justify-center h-64">
               <FileText className="w-12 h-12 text-gray-400 mb-4" />
               <p className="text-gray-500">
                 {!selectedTema
-                  ? "Selecciona un dataroom para ver sus archivos"
+                  ? "Select a dataroom to view its files"
                   : searchTerm
-                    ? "No se encontraron archivos"
-                    : "No hay archivos en este dataroom"}
+                    ? "No files match your search"
+                    : "This dataroom has no files yet"}
               </p>
             </div>
           ) : (
@@ -387,10 +383,10 @@ export function FilesTab({
                       }}
                     />
                   </TableHead>
-                  <TableHead>Archivo</TableHead>
-                  <TableHead>Tamaño</TableHead>
-                  <TableHead>Modificado</TableHead>
-                  <TableHead className="text-right">Acciones</TableHead>
+                  <TableHead>File</TableHead>
+                  <TableHead>Size</TableHead>
+                  <TableHead>Modified</TableHead>
+                  <TableHead className="text-right">Actions</TableHead>
                 </TableRow>
               </TableHeader>
               <TableBody>
@@ -418,7 +414,7 @@ export function FilesTab({
                           onClick={() => handlePreviewFile(file.name)}
                           disabled={loadingPreview}
                           className="h-8 w-8 p-0"
-                          title="Vista previa"
+                          title="Preview"
                         >
                           <Eye className="w-4 h-4" />
                         </Button>
@@ -427,7 +423,7 @@ export function FilesTab({
                           size="sm"
                           onClick={() => handleViewChunks(file.name)}
                           className="h-8 w-8 p-0"
-                          title="Ver chunks"
+                          title="View chunks"
                         >
                           <MessageSquare className="w-4 h-4" />
                         </Button>
@@ -436,7 +432,7 @@ export function FilesTab({
                           size="sm"
                           onClick={() => handleStartChunking(file.name)}
                           className="h-8 w-8 p-0"
-                          title="Procesar con LandingAI"
+                          title="Process with LandingAI"
                         >
                           <Scissors className="w-4 h-4" />
                         </Button>
@@ -446,7 +442,7 @@ export function FilesTab({
                           onClick={() => handleDownloadFile(file.name)}
                           disabled={downloading}
                           className="h-8 w-8 p-0"
-                          title="Descargar"
+                          title="Download"
                         >
                           <Download className="w-4 h-4" />
                         </Button>
@@ -456,7 +452,7 @@ export function FilesTab({
                           onClick={() => handleDeleteFile(file.name)}
                           disabled={deleting}
                           className="h-8 w-8 p-0 text-red-600 hover:text-red-700 hover:bg-red-50"
-                          title="Eliminar"
+                          title="Delete"
                         >
                           <Trash2 className="w-4 h-4" />
                         </Button>
@@ -503,7 +499,7 @@ export function FilesTab({
         tema={chunkFileTema}
       />
 
-      {/* Modal de configuración de chunking con LandingAI */}
+      {/* LandingAI chunking config modal */}
       <ChunkingConfigModalLandingAI
         isOpen={chunkingConfigOpen}
         onClose={() => setChunkingConfigOpen(false)}

frontend/src/components/PDFPreviewModal.tsx

@@ -1,25 +1,20 @@
-import { useState, useEffect } from 'react'
+import { useState, useEffect } from "react";
 import {
   Dialog,
   DialogContent,
   DialogHeader,
   DialogTitle,
-  DialogDescription
-} from '@/components/ui/dialog'
-import { Button } from '@/components/ui/button'
-import {
-  Download,
-  Loader2,
-  FileText,
-  ExternalLink
-} from 'lucide-react'
+  DialogDescription,
+} from "@/components/ui/dialog";
+import { Button } from "@/components/ui/button";
+import { Download, Loader2, FileText, ExternalLink } from "lucide-react";
 
 interface PDFPreviewModalProps {
-  open: boolean
-  onOpenChange: (open: boolean) => void
-  fileUrl: string | null
-  fileName: string
-  onDownload?: () => void
+  open: boolean;
+  onOpenChange: (open: boolean) => void;
+  fileUrl: string | null;
+  fileName: string;
+  onDownload?: () => void;
 }
 
 export function PDFPreviewModal({
@@ -27,45 +22,40 @@ export function PDFPreviewModal({
   onOpenChange,
   fileUrl,
   fileName,
-  onDownload
+  onDownload,
 }: PDFPreviewModalProps) {
-  // Estado para manejar el loading del iframe
-  const [loading, setLoading] = useState(true)
+  // Track iframe loading state
+  const [loading, setLoading] = useState(true);
 
-  // Efecto para manejar el timeout del loading
+  // Hide loading if iframe never fires onLoad
   useEffect(() => {
     if (open && fileUrl) {
-      setLoading(true)
+      setLoading(true);
 
-      // Timeout para ocultar loading automáticamente después de 3 segundos
-      // Algunos iframes no disparan onLoad correctamente
       const timeout = setTimeout(() => {
-        setLoading(false)
-      }, 3000)
+        setLoading(false);
+      }, 3000);
 
-      return () => clearTimeout(timeout)
+      return () => clearTimeout(timeout);
     }
-  }, [open, fileUrl])
+  }, [open, fileUrl]);
 
-  // Manejar cuando el iframe termina de cargar
   const handleIframeLoad = () => {
-    setLoading(false)
-  }
+    setLoading(false);
+  };
 
-  // Abrir PDF en nueva pestaña
   const openInNewTab = () => {
     if (fileUrl) {
-      window.open(fileUrl, '_blank')
+      window.open(fileUrl, "_blank");
     }
-  }
+  };
 
-  // Reiniciar loading cuando cambia el archivo
   const handleOpenChange = (open: boolean) => {
     if (open) {
-      setLoading(true)
+      setLoading(true);
     }
-    onOpenChange(open)
-  }
+    onOpenChange(open);
+  };
 
   return (
     <Dialog open={open} onOpenChange={handleOpenChange}>
@@ -75,81 +65,68 @@ export function PDFPreviewModal({
             <FileText className="w-5 h-5" />
             {fileName}
           </DialogTitle>
-          <DialogDescription>
-            Vista previa del documento PDF
-          </DialogDescription>
+          <DialogDescription>PDF preview</DialogDescription>
         </DialogHeader>
 
-        {/* Barra de controles */}
+        {/* Controls */}
         <div className="flex items-center justify-between gap-4 px-6 py-3 border-b bg-gray-50">
           <div className="flex items-center gap-2">
             <Button
               variant="outline"
               size="sm"
               onClick={openInNewTab}
-              title="Abrir en nueva pestaña"
+              title="Open in new tab"
             >
               <ExternalLink className="w-4 h-4 mr-2" />
-              Abrir en pestaña nueva
+              Open in new tab
             </Button>
           </div>
 
-          {/* Botón de descarga */}
+          {/* Download button */}
           {onDownload && (
             <Button
               variant="outline"
               size="sm"
               onClick={onDownload}
-              title="Descargar archivo"
+              title="Download file"
             >
               <Download className="w-4 h-4 mr-2" />
-              Descargar
+              Download
             </Button>
           )}
         </div>
 
-        {/* Área de visualización del PDF con iframe */}
-        <div className="flex-1 relative bg-gray-100">
+        {/* PDF iframe */}
+        <div className="flex-1 relative bg-gray-100 overflow-hidden min-h-0">
           {!fileUrl ? (
             <div className="flex items-center justify-center h-full text-center text-gray-500 p-8">
               <div>
                 <FileText className="w-16 h-16 mx-auto mb-4 text-gray-400" />
-                <p>No se ha proporcionado un archivo para previsualizar</p>
+                <p>No file available for preview</p>
               </div>
             </div>
           ) : (
             <>
-              {/* Indicador de carga */}
+              {/* Loading state */}
               {loading && (
                 <div className="absolute inset-0 flex items-center justify-center bg-white z-10">
                   <div className="text-center">
                     <Loader2 className="w-12 h-12 animate-spin text-blue-500 mx-auto mb-4" />
-                    <p className="text-gray-600">Cargando PDF...</p>
+                    <p className="text-gray-600">Loading PDF…</p>
                   </div>
                 </div>
               )}
 
-              {/*
-                Iframe para mostrar el PDF
-                El navegador maneja toda la visualización, zoom, scroll, etc.
-                Esto muestra el PDF exactamente como se vería si lo abrieras directamente
-              */}
               <iframe
                 src={fileUrl}
                 className="w-full h-full border-0"
-                title={`Vista previa de ${fileName}`}
+                title={`Preview of ${fileName}`}
                 onLoad={handleIframeLoad}
-                style={{ minHeight: '600px' }}
               />
             </>
           )}
         </div>
-
-        {/* Footer con información */}
-        <div className="px-6 py-3 border-t bg-gray-50 text-xs text-gray-500 text-center">
-          {fileName}
-        </div>
       </DialogContent>
     </Dialog>
-  )
+  );
 }

frontend/src/components/Sidebar.tsx

@@ -84,7 +84,7 @@ export function Sidebar({
   const handleCreateDataroom = async () => {
     const trimmed = newDataroomName.trim();
     if (!trimmed) {
-      setCreateError("El nombre es obligatorio");
+      setCreateError("Name is required");
       return;
     }
 
@@ -108,7 +108,7 @@ export function Sidebar({
       setCreateError(
         error instanceof Error
           ? error.message
-          : "No se pudo crear el dataroom. Inténtalo nuevamente.",
+          : "Could not create the dataroom. Please try again.",
       );
     } finally {
       setCreatingDataroom(false);
@@ -168,15 +168,15 @@ export function Sidebar({
     tema: string,
     e: React.MouseEvent<HTMLButtonElement>,
   ) => {
-    e.stopPropagation(); // Evitar que se seleccione el tema al hacer clic en el icono
+    e.stopPropagation(); // Prevent selecting the dataroom when clicking delete
 
     const confirmed = window.confirm(
-      `¿Estás seguro de que deseas eliminar el dataroom "${tema}"?\n\n` +
-        `Esto eliminará:\n` +
-        `• El dataroom de la base de datos\n` +
-        `• Todos los archivos del tema en Azure Blob Storage\n` +
-        `• La colección "${tema}" en Qdrant (si existe)\n\n` +
-        `Esta acción no se puede deshacer.`,
+      `Are you sure you want to delete the dataroom "${tema}"?\n\n` +
+        `This will remove:\n` +
+        `• The dataroom from the database\n` +
+        `• All files stored for this topic in Azure Blob Storage\n` +
+        `• The "${tema}" collection in Qdrant (if it exists)\n\n` +
+        `This action cannot be undone.`,
     );
 
     if (!confirmed) return;
@@ -191,10 +191,10 @@ export function Sidebar({
         console.error(`Error deleting dataroom "${tema}":`, error);
         // If dataroom deletion fails, fall back to legacy deletion
 
-        // Eliminar todos los archivos del tema en Azure Blob Storage
+        // Delete all topic files in Azure Blob Storage
         await api.deleteTema(tema);
 
-        // Intentar eliminar la colección en Qdrant (si existe)
+        // Attempt to delete the Qdrant collection (if it exists)
         try {
           const collectionExists = await api.checkCollectionExists(tema);
           if (collectionExists.exists) {
@@ -202,7 +202,7 @@ export function Sidebar({
           }
         } catch (collectionError) {
           console.warn(
-            `No se pudo eliminar la colección "${tema}" de Qdrant:`,
+            `Could not delete the "${tema}" collection from Qdrant:`,
             collectionError,
           );
         }
@@ -216,9 +216,9 @@ export function Sidebar({
         setSelectedTema(null);
       }
     } catch (error) {
-      console.error(`Error eliminando dataroom "${tema}":`, error);
+      console.error(`Error deleting dataroom "${tema}":`, error);
       alert(
-        `Error al eliminar el dataroom: ${error instanceof Error ? error.message : "Error desconocido"}`,
+        `Unable to delete dataroom: ${error instanceof Error ? error.message : "Unknown error"}`,
       );
     } finally {
       setDeletingTema(null);
@@ -251,9 +251,7 @@ export function Sidebar({
               className="text-slate-400 hover:text-slate-100"
               onClick={onToggleCollapse}
               disabled={disabled}
-              aria-label={
-                collapsed ? "Expandir barra lateral" : "Contraer barra lateral"
-              }
+              aria-label={collapsed ? "Expand sidebar" : "Collapse sidebar"}
             >
               {collapsed ? (
                 <ChevronRight className="h-4 w-4" />
@@ -279,7 +277,7 @@ export function Sidebar({
                 </h2>
               )}
               {renderWithTooltip(
-                "Crear dataroom",
+                "Create",
                 <Button
                   variant="ghost"
                   size="sm"
@@ -293,15 +291,15 @@ export function Sidebar({
                   disabled={disabled || creatingDataroom}
                 >
                   <Plus className="h-4 w-4" />
-                  {!collapsed && <span>Crear dataroom</span>}
+                  {!collapsed && <span>Create</span>}
                 </Button>,
               )}
             </div>
 
-            {/* Lista de temas */}
+            {/* Dataroom list */}
             {loading ? (
               <div className="text-sm text-slate-400 px-3 py-2 text-center">
-                {collapsed ? "..." : "Cargando..."}
+                {collapsed ? "..." : "Loading..."}
               </div>
             ) : Array.isArray(temas) && temas.length > 0 ? (
               temas.map((tema) => (
@@ -331,7 +329,7 @@ export function Sidebar({
                       onClick={(e) => handleDeleteTema(tema, e)}
                       disabled={deletingTema === tema || disabled}
                       className="absolute right-2 top-1/2 -translate-y-1/2 p-1.5 rounded hover:bg-red-500/20 opacity-0 group-hover:opacity-100 transition-opacity disabled:opacity-50"
-                      title="Eliminar dataroom y colección"
+                      title="Delete dataroom and collection"
                     >
                       <Trash2 className="h-4 w-4 text-red-400" />
                     </button>
@@ -341,8 +339,8 @@ export function Sidebar({
             ) : (
               <div className="text-sm text-slate-400 px-3 py-2 text-center">
                 {Array.isArray(temas) && temas.length === 0
-                  ? "No hay datarooms"
-                  : "Cargando datarooms..."}
+                  ? "No datarooms found"
+                  : "Loading datarooms..."}
               </div>
             )}
           </div>
@@ -357,7 +355,7 @@ export function Sidebar({
         >
           {onNavigateToSchemas &&
             renderWithTooltip(
-              "Gestionar Schemas",
+              "Manage schemas",
               <Button
                 variant="default"
                 size="sm"
@@ -370,12 +368,12 @@ export function Sidebar({
               >
                 <Database className={cn("h-4 w-4", !collapsed && "mr-2")} />
                 <span className={cn(collapsed && "sr-only")}>
-                  Gestionar Schemas
+                  Manage Schemas
                 </span>
               </Button>,
             )}
           {renderWithTooltip(
-            "Actualizar datarooms",
+            "Refresh datarooms",
             <Button
               variant="ghost"
               size="sm"
@@ -388,7 +386,7 @@ export function Sidebar({
             >
               <RefreshCcw className={cn("mr-2 h-4 w-4", collapsed && "mr-0")} />
               <span className={cn(collapsed && "sr-only")}>
-                Actualizar datarooms
+                Refresh datarooms
               </span>
             </Button>,
           )}
@@ -403,14 +401,14 @@ export function Sidebar({
           aria-describedby="create-dataroom-description"
         >
           <DialogHeader>
-            <DialogTitle>Crear dataroom</DialogTitle>
+            <DialogTitle>Create dataroom</DialogTitle>
             <DialogDescription id="create-dataroom-description">
-              Define un nombre único para organizar tus archivos.
+              Choose a unique name to organize your files.
             </DialogDescription>
           </DialogHeader>
           <div className="space-y-3">
             <div className="space-y-2">
-              <Label htmlFor="dataroom-name">Nombre del dataroom</Label>
+              <Label htmlFor="dataroom-name">Dataroom name</Label>
               <Input
                 id="dataroom-name"
                 value={newDataroomName}
@@ -420,7 +418,7 @@ export function Sidebar({
                     setCreateError(null);
                   }
                 }}
-                placeholder="Ej: normativa, contratos, fiscal..."
+                placeholder="e.g., policies, contracts, finance..."
                 autoFocus
               />
               {createError && (
@@ -434,13 +432,13 @@ export function Sidebar({
               onClick={() => handleCreateDialogOpenChange(false)}
               disabled={creatingDataroom}
             >
-              Cancelar
+              Cancel
             </Button>
             <Button
               onClick={handleCreateDataroom}
               disabled={creatingDataroom || newDataroomName.trim() === ""}
             >
-              {creatingDataroom ? "Creando..." : "Crear dataroom"}
+              {creatingDataroom ? "Creating…" : "Create"}
             </Button>
           </DialogFooter>
         </DialogContent>

redis_data/appendonlydir/appendonly.aof.1.incr.aof

@@ -300,3 +300,492 @@ $20
 extraction_timestamp
 $26
 2025-11-08T16:17:31.137820
+*2
+$6
+SELECT
+$1
+0
+*14
+$4
+HSET
+$44
+extracted_doc:doc:01K9MH40SHHNWXNGAP4MDX6HZF
+$2
+pk
+$26
+01K9MH40SHHNWXNGAP4MDX6HZF
+$9
+file_name
+$21
+tax_year_2019_990.pdf
+$4
+tema
+$4
+ABBY
+$15
+collection_name
+$4
+ABBY
+$19
+extracted_data_json
+$4954
+{
+  "ein": "31-0329725",
+  "legal_name": "Abbey Credit Union Inc",
+  "phone_number": "937-898-7800",
+  "website_url": "www.abbeycu.com",
+  "return_type": "990",
+  "amended_return": "",
+  "group_exemption_number": "",
+  "subsection_code": "501(c)(14)",
+  "ruling_date": "",
+  "accounting_method": "Accrual",
+  "organization_type": "Corporation",
+  "year_of_formation": "1937",
+  "incorporation_state": "OH",
+  "total_revenue": 4659611,
+  "contributions_gifts_grants": 0,
+  "program_service_revenue": 4114069,
+  "membership_dues": 0,
+  "investment_income": 545542,
+  "gains_losses_sales_assets": 0,
+  "rental_income": 6725,
+  "related_organizations_revenue": 0,
+  "gaming_revenue": 0,
+  "other_revenue": 0,
+  "government_grants": 0,
+  "foreign_contributions": 0,
+  "total_expenses": 4159254,
+  "program_services_expenses": 0,
+  "management_general_expenses": 0,
+  "fundraising_expenses": 0,
+  "grants_us_organizations": 0,
+  "grants_us_individuals": 0,
+  "grants_foreign_organizations": 0,
+  "grants_foreign_individuals": 0,
+  "compensation_officers": 338208,
+  "compensation_other_staff": 1018956,
+  "payroll_taxes_benefits": 309032,
+  "professional_fees": 34366,
+  "office_occupancy_costs": 0,
+  "information_technology_costs": 0,
+  "travel_conference_expenses": 0,
+  "depreciation_amortization": 0,
+  "insurance": 0,
+  "officers_list": [
+    "Michael Thein, Chairman",
+    "Nancy Wood, Vice Chairman",
+    "Steve Wilmoth, Treasurer",
+    "Julie Trick, Secretary",
+    "Michele Blake, Board Member",
+    "Cheryl Saunders, Board Member",
+    "Heather Scaggs-Richardson, Board Member",
+    "Dean Pielemeier, CEO",
+    "Teri Puthoff, VP of Finance",
+    "Blanca Ortiz, VP of Business Development"
+  ],
+  "governing_body_size": 7,
+  "independent_members": 7,
+  "financial_statements_reviewed": "Yes",
+  "form_990_provided_to_governing_body": "Yes",
+  "conflict_of_interest_policy": "Yes",
+  "whistleblower_policy": "Yes",
+  "document_retention_policy": "Yes",
+  "ceo_compensation_review_process": "Compensation for Dean Pielemeier, CEO is reviewed by the Personnel Committee of the board of directors and is acted upon by the board of directors per committee recommendation Compensation for officers is determined by Dean Pielemeier, CEO",
+  "public_disclosure_practices": "Documents are not made available to the public",
+  "program_accomplishments_list": [
+    "Our mission is to help our members improve their economic well-being and quality of life by being competitive, convenient, and cutting edge",
+    "LENDING - ABBEY PROVIDES PERSONAL, VEHICLE, MORTGAGE, AND CREDIT CARD LOANS TO ITS MEMBERS.",
+    "FINANCIAL SERVICES - ABBEY PROVIDES CHECKING ACCOUNTS, SAVINGS ACCOUNTS, MONEY MARKET ACCOUNTS"
+  ],
+  "total_fundraising_event_revenue": 0,
+  "total_fundraising_event_expenses": 0,
+  "professional_fundraiser_fees": 0,
+  "number_of_employees": 36,
+  "number_of_volunteers": 7,
+  "occupancy_costs": 0,
+  "fundraising_method_descriptions": "",
+  "joint_ventures_disregarded_entities": "",
+  "base_compensation": 154796,
+  "bonus": 6409,
+  "incentive": 0,
+  "other_compensation": 4642,
+  "non_fixed_compensation": "",
+  "first_class_travel": "",
+  "housing_allowance": "",
+  "expense_account_usage": "",
+  "supplemental_retirement": "Yes",
+  "lobbying_expenditures_direct": 0,
+  "lobbying_expenditures_grassroots": 0,
+  "election_501h_status": "",
+  "political_campaign_expenditures": 0,
+  "related_organizations_affiliates": "",
+  "investment_types": "",
+  "donor_restricted_endowment_values": 0,
+  "net_appreciation_depreciation": 281072,
+  "related_organization_transactions": "",
+  "loans_to_from_related_parties": "LYNN COOK, PRIOR CEO, LIFE INSURAN, Loan from organization, $140,000 balance due",
+  "penalties_excise_taxes_reported": "",
+  "unrelated_business_income_disclosure": "Yes",
+  "foreign_bank_account_reporting": "No",
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+  "legal_name": "0220 ABBEY CREDIT UNION INC",
+  "phone_number": "(397) 898-7800",
+  "website_url": "www.abbeycu.com",
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+    "Eric Stetzel, VP of Business Services, 40.00 hrs/wk, Key employee, $111,064 compensation, $15,979 other compensation",
+    "Dean Pielemeier, CEO, 40.00 hrs/wk, Officer, $212,994 compensation, $20,202 other compensation",
+    "Blanca Criner, Chief Marketing and Business Development Officer, 40.00 hrs/wk, Officer, $121,036 compensation, $4,540 other compensation",
+    "Teri Puthoff, CFO, 40.00 hrs/wk, Officer, $120,962 compensation, $15,754 other compensation",
+    "Michael Thein, Chairman, 1.00 hrs/wk, Individual trustee or director, $0 compensation",
+    "Latham Farley, Board Member, 1.00 hrs/wk, Individual trustee or director, $0 compensation",
+    "Steve Wilmoth, Treasurer, 1.00 hrs/wk, Individual trustee or director, $0 compensation",
+    "Julie Trick, Secretary, 1.00 hrs/wk, Individual trustee or director, $0 compensation",
+    "Michele Blake, Board Member, 1.00 hrs/wk, Individual trustee or director, $0 compensation",
+    "Cheryl Saunders, Board Member, 1.00 hrs/wk, Individual trustee or director, $0 compensation",
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+    "Abbey provides checking savings accounts money market accounts certificates of deposit and IRAs. Abbey also offers free atm debit card services wire transfer services mobile banking and insurance related products.",
+    "Abbey provides personal vehicle mortgage and credit card loans to its members."
+  ],
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+  "first_class_travel": "No",
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+  "loans_to_from_related_parties": "Lynn Cook (Retired CEO) and Dean Pielemeier (CEO) received life insurance loans from the organization, each with a balance due of $1,400,000 and $1,239,997 respectively.",
+  "penalties_excise_taxes_reported": "No",
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+  "schedule_o_narrative_explanations": "Membership to Abbey is open to those who live work worship or attend school in Montgomery Miami Shelby Darke or Greene counties. Abbey CU is owned by the people who open a savings account at Abbey CU. Each member has one vote at the annual election of the Board of Directors. Decisions that require their approval: Ohio Division of Financial Institutions Pursuant to regulation. CFO prepares the form and CEO reviews before submitting. Approval of Compensation Committee and Board of Directors for CEO compensation. Audited financial statements are handed out each year at the annual meeting. Other documents are not made available to the public unless requested."
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