fix: align reporting cues and developer slugs

app/page.tsx

@@ -79,11 +79,11 @@ export default function HomePage() {
       .slice(0, 6)
   }, [models])
 
-  const independentlyReportedModels = useMemo(() => {
+  const mostReportedModels = useMemo(() => {
     return [...models]
       .sort((a, b) => {
-        if (b.independent_verification_ratio !== a.independent_verification_ratio) {
-          return b.independent_verification_ratio - a.independent_verification_ratio
+        if (b.evaluator_count !== a.evaluator_count) {
+          return b.evaluator_count - a.evaluator_count
         }
         return b.benchmarks_count - a.benchmarks_count
       })
@@ -248,22 +248,22 @@ export default function HomePage() {
 
         <section className="grid gap-6 xl:grid-cols-2">
           <OverviewPanel
-            eyebrow="Accountability"
-            title="Highest third-party reporting share"
-            description="Models with the largest share of third-party benchmark reporting in the current corpus."
+            eyebrow="Reporting"
+            title="Most reporting organizations"
+            description="Models with the broadest spread of reporting organizations in the current corpus."
             href="/models"
             cta="Browse models"
           >
             <div className="space-y-1">
-              {independentlyReportedModels.map((model, index) => (
+              {mostReportedModels.map((model, index) => (
                 <ModelOverviewRow
                   key={model.id}
                   rank={index + 1}
                   model={model}
-                  metricLabel="Third-party share"
-                  metricValue={`${Math.round(model.independent_verification_ratio * 100)}%`}
+                  metricLabel="Reporting orgs"
+                  metricValue={model.evaluator_count.toString()}
                   secondaryLabel={`${model.benchmarks_count} benchmarks`}
-                  highlight={model.independent_verification_ratio > 0.5}
+                  highlight={model.evaluator_count > 1}
                 />
               ))}
             </div>

components/benchmark-detail.tsx

@@ -15,7 +15,7 @@ import { Table, TableBody, TableCell, TableHead, TableHeader, TableRow } from "@
 import { 
   ExternalLink, TrendingUp, Info, Database, Settings, FileCode, Building, Calendar, User, Server, 
   ChevronDown, ChevronUp, BarChart3, Award, AlertTriangle,
-  Cpu, Tag, Globe, Network, Activity, MessageSquare, Clock, Hash, Layers, Search, FlaskConical, Scale, BadgeCheck, BookOpenText
+  Cpu, Tag, Globe, Network, Activity, MessageSquare, Clock, Hash, Layers, Search, FlaskConical, Scale, BookOpenText
 } from "lucide-react"
 import type { BenchmarkEvaluation, CategoryType, EvaluationResult } from "@/lib/benchmark-schema"
 import { inferCategoryFromBenchmark } from "@/lib/benchmark-schema"
@@ -363,18 +363,6 @@ function getPolicySignalLevel(score: number) {
   }
 }
 
-function getSignalTone(score: number) {
-  if (score >= 0.7) {
-    return "bg-emerald-100 text-emerald-800 dark:bg-emerald-950/50 dark:text-emerald-300"
-  }
-
-  if (score >= 0.4) {
-    return "bg-amber-100 text-amber-800 dark:bg-amber-950/50 dark:text-amber-300"
-  }
-
-  return "bg-rose-100 text-rose-800 dark:bg-rose-950/50 dark:text-rose-300"
-}
-
 function getBenchmarkSpread(group: BenchmarkGroup) {
   if (group.variants.length <= 1) {
     return 0
@@ -845,12 +833,6 @@ export function BenchmarkDetail({ summary }: BenchmarkDetailProps) {
                 <Badge variant="outline" className="border-border/60 bg-background/80 text-[11px] uppercase tracking-[0.18em]">
                   Model Metadata
                 </Badge>
-                {policySummary.independentlyVerified && (
-                  <Badge className="bg-emerald-100 text-emerald-800 hover:bg-emerald-100 dark:bg-emerald-950/40 dark:text-emerald-200">
-                    <BadgeCheck className="mr-1 h-3.5 w-3.5" />
-                    Independent reporting
-                  </Badge>
-                )}
                 {formatParamsBillions(summary.model_info.additional_details?.params_billions) && (
                   <Badge variant="secondary" className="font-normal">
                     {formatParamsBillions(summary.model_info.additional_details?.params_billions)}
@@ -1871,7 +1853,6 @@ function AggregatedBenchmarkCard({
 
   const activeFilterCount = Object.values(selectedFilters).filter((value) => value && value !== "all").length
   const leaderNormalizedScore = filteredRows[0]?.variant.normalizedScore ?? 0
-  const signalTone = getSignalTone(group.avgNormalizedScore)
   const spread = getBenchmarkSpread(group)
   const sourceOrganizations = new Set(group.variants.map((variant) => variant.evaluation.source_metadata.source_organization_name))
   const latestTimestamp = group.variants.reduce((latest, variant) => {
@@ -1899,8 +1880,8 @@ function AggregatedBenchmarkCard({
           <div className="flex flex-col gap-5 lg:flex-row lg:items-start lg:justify-between">
             <div className="min-w-0 flex-1 space-y-3">
               <div className="flex flex-wrap items-center gap-2">
-                <Badge className={`${signalTone} border-0 text-[11px] font-medium shadow-none`}>
-                  {isResearchView ? "Reported signal" : "Public signal"}
+                <Badge variant="outline" className="border-border/60 bg-background/70 text-[11px] font-medium text-foreground/85 shadow-none">
+                  Benchmark summary
                 </Badge>
                 <Badge variant="outline" className="border-border/60 bg-background/70 text-[11px] font-normal text-muted-foreground">
                   {group.scoreType}

components/benchmark-evaluation-card.tsx

@@ -5,7 +5,6 @@ import { useAudienceMode } from "@/components/audience-mode-provider"
 import { useRouter } from "next/navigation"
 import {
   Award,
-  BadgeCheck,
   BookOpenText,
   ExternalLink,
   Eye,
@@ -139,20 +138,6 @@ function getReportingSummaryLabel(data: BenchmarkEvaluationCardData) {
   return "Aggregated reporting view"
 }
 
-function getReportingMixLabel(data: BenchmarkEvaluationCardData) {
-  const thirdPartyShare = Math.round(data.independent_verification_ratio * 100)
-
-  if (thirdPartyShare <= 0) {
-    return "Self-reported evidence"
-  }
-
-  if (thirdPartyShare >= 100) {
-    return "Third-party reported"
-  }
-
-  return `${thirdPartyShare}% third-party mix`
-}
-
 export function BenchmarkEvaluationCard({ data, onDelete, delayMs = 0 }: BenchmarkEvaluationCardProps) {
   const router = useRouter()
   const { mode } = useAudienceMode()
@@ -250,8 +235,8 @@ export function BenchmarkEvaluationCard({ data, onDelete, delayMs = 0 }: Benchma
             tone="bg-stone-100 text-stone-900 ring-1 ring-stone-200/80 dark:bg-stone-900/40 dark:text-stone-100 dark:ring-stone-800/70"
           />
           <CompactStat
-            label="Reporting Mix"
-            value={getReportingMixLabel(data)}
+            label="Reporting Orgs"
+            value={data.evaluator_count.toString()}
             tone="bg-emerald-50 text-emerald-900 ring-1 ring-emerald-200/70 dark:bg-emerald-950/25 dark:text-emerald-100 dark:ring-emerald-900/50"
           />
         </div>
@@ -318,17 +303,11 @@ export function BenchmarkEvaluationCard({ data, onDelete, delayMs = 0 }: Benchma
                   <div className="space-y-2">
                     <div className="text-sm font-semibold">Reporting summary</div>
                     <div className="text-sm text-muted-foreground">
-                      This model has reported results from {reportingSummaryLabel.toLowerCase()} across {data.benchmarks_count} benchmark{data.benchmarks_count !== 1 ? "s" : ""}.
-                      {data.independent_verification_ratio > 0 && data.independent_verification_ratio < 1
-                        ? ` The current record mixes self-reported and third-party benchmark results, with ${Math.round(data.independent_verification_ratio * 100)}% coming from third-party reporting.`
-                        : data.independent_verification_ratio >= 1
-                          ? " The current record is fully backed by third-party reporting."
-                          : " The current record is self-reported."}
+                      This model has reported results from {reportingSummaryLabel.toLowerCase()} across {data.benchmarks_count} benchmark{data.benchmarks_count !== 1 ? "s" : ""}. Benchmark detail pages break out reporting provenance benchmark by benchmark.
                     </div>
                     <div className="flex flex-wrap gap-2 pt-1">
                       {data.evaluator_names.slice(0, 2).map((evaluator) => (
                         <Badge key={evaluator} variant="secondary" className="font-normal">
-                          <BadgeCheck className="mr-1 h-3 w-3" />
                           {evaluator}
                         </Badge>
                       ))}

lib/model-data.ts

@@ -371,7 +371,32 @@ function pipelineSlugify(text: string) {
 }
 
 function getDeveloperRouteId(developer: string) {
-  return pipelineSlugify(developer)
+  return pipelineSlugify(developer.trim().toLowerCase())
+}
+
+function getDeveloperSlugCandidates(developerOrRouteId: string) {
+  const normalized = developerOrRouteId.trim()
+  const lowercased = normalized.toLowerCase()
+  const candidates = new Set([
+    pipelineSlugify(normalized),
+    pipelineSlugify(lowercased),
+  ])
+
+  return Array.from(candidates)
+}
+
+async function readDeveloperDetailFile(developerOrRouteId: string) {
+  for (const slug of getDeveloperSlugCandidates(developerOrRouteId)) {
+    const detail = await readJsonFile<IndexedDeveloperDetail>(
+      path.join(getDeveloperSubdirectory(), `${slug}.json`)
+    )
+
+    if (detail?.developer && Array.isArray(detail.models)) {
+      return detail
+    }
+  }
+
+  return null
 }
 
 function getModelDetailSlugCandidates(modelId: string) {
@@ -481,9 +506,7 @@ function summarizeDeveloperModels(models: IndexedModelSummary[]): DeveloperAggre
 }
 
 async function readDeveloperDetail(routeId: string) {
-  const direct = await readJsonFile<IndexedDeveloperDetail>(
-    path.join(getDeveloperSubdirectory(), `${routeId}.json`)
-  )
+  const direct = await readDeveloperDetailFile(routeId)
 
   if (direct?.developer && Array.isArray(direct.models)) {
     return direct
@@ -499,12 +522,7 @@ async function readDeveloperDetail(routeId: string) {
     return null
   }
 
-  const resolved = await readJsonFile<IndexedDeveloperDetail>(
-    path.join(
-      getDeveloperSubdirectory(),
-      `${getDeveloperRouteId(matchedDeveloper.developer)}.json`
-    )
-  )
+  const resolved = await readDeveloperDetailFile(matchedDeveloper.developer)
 
   if (resolved?.developer && Array.isArray(resolved.models)) {
     return resolved
@@ -641,12 +659,7 @@ export async function getDeveloperList() {
     const details = await Promise.all(
       developersIndex.map(async (entry) => ({
         developer: entry.developer,
-        detail: await readJsonFile<IndexedDeveloperDetail>(
-          path.join(
-            getDeveloperSubdirectory(),
-            `${getDeveloperRouteId(entry.developer)}.json`
-          )
-        ),
+        detail: await readDeveloperDetailFile(entry.developer),
       }))
     )