diff --git a/dashboard/src/content/copy.csv b/dashboard/src/content/copy.csv
index 3bd5e718..ab14e474 100644
--- a/dashboard/src/content/copy.csv
+++ b/dashboard/src/content/copy.csv
@@ -232,6 +232,7 @@ usage.overview.top_usage_model,ui,DashboardPage,UsageOverview,top_usage_model,To
 usage.overview.missing_pricing_count,ui,DashboardPage,UsageOverview,missing_pricing_count,{{count}} pricing missing,,active
 usage.overview.provider_top_cost,ui,DashboardPage,UsageOverview,provider_top_cost,Top cost: {{model}},,active
 usage.overview.provider_missing_pricing,ui,DashboardPage,UsageOverview,provider_missing_pricing,{{count}} pricing missing,,active
+usage.overview.provider_fuzzy_pricing,ui,DashboardPage,UsageOverview,provider_fuzzy_pricing,{{count}} pricing estimated,Shown when any model in this provider resolved via substring/fuzzy match rather than an exact price,active
 usage.overview.provider_limit,ui,DashboardPage,UsageOverview,provider_limit,{{label}} · {{percent}}%,,active
 usage.overview.provider_limit_reset,ui,DashboardPage,UsageOverview,provider_limit_reset,{{label}} · {{percent}}% · resets in {{reset}},,active
 usage.overview.provider_limit_count,ui,DashboardPage,UsageOverview,provider_limit_count,{{used}}/{{limit}},,active
diff --git a/dashboard/src/ui/dashboard/components/ProviderBreakdownCard.jsx b/dashboard/src/ui/dashboard/components/ProviderBreakdownCard.jsx
index 348ac1c9..267ff818 100644
--- a/dashboard/src/ui/dashboard/components/ProviderBreakdownCard.jsx
+++ b/dashboard/src/ui/dashboard/components/ProviderBreakdownCard.jsx
@@ -77,6 +77,8 @@ export function ProviderBreakdownCard({ fleetData = [], from, to, showInlineCont
                 const isExpanded = expandedProvider === provider.label;
                 const providerMissingPricingCount = provider.missingPricingModels?.length || 0;
                 const hasProviderMissingPricing = Boolean(providerMissingPricingCount);
+                const providerFuzzyPricingCount = provider.fuzzyPricingModels?.length || 0;
+                const hasProviderFuzzyPricing = Boolean(providerFuzzyPricingCount);
                 const visibleModels = getVisibleModels(provider);
                 const hiddenModelCount = getHiddenModelCount(provider, visibleModels);
 
@@ -180,6 +182,13 @@ export function ProviderBreakdownCard({ fleetData = [], from, to, showInlineCont
                         })}
                       </div>
                     ) : null}
+                    {hasProviderFuzzyPricing ? (
+                      <div className="mt-1.5 truncate text-[10px] font-semibold text-amber-700 dark:text-amber-300">
+                        {copy("usage.overview.provider_fuzzy_pricing", {
+                          count: providerFuzzyPricingCount,
+                        })}
+                      </div>
+                    ) : null}
                   </button>
                 );
               })}
diff --git a/dashboard/src/ui/dashboard/components/__tests__/ProviderBreakdownCard.test.jsx b/dashboard/src/ui/dashboard/components/__tests__/ProviderBreakdownCard.test.jsx
index 6c270ec0..6e5ec052 100644
--- a/dashboard/src/ui/dashboard/components/__tests__/ProviderBreakdownCard.test.jsx
+++ b/dashboard/src/ui/dashboard/components/__tests__/ProviderBreakdownCard.test.jsx
@@ -89,6 +89,43 @@ describe("ProviderBreakdownCard", () => {
     expect(screen.getByText("Top cost: fable-5")).toBeInTheDocument();
   });
 
+  it("shows a fuzzy-pricing caveat when a provider has fuzzy-matched models", () => {
+    render(
+      <ProviderBreakdownCard
+        fleetData={[
+          {
+            source: "claude",
+            label: "CLAUDE",
+            totalPercent: "100.0",
+            usage: 26_000_000,
+            usd: 3164.69,
+            topCostModel: { name: "claude-auto-pilot-fable-v1-canary" },
+            missingPricingModels: [],
+            fuzzyPricingModels: [{ name: "claude-auto-pilot-fable-v1-canary" }],
+            models: [
+              {
+                id: "claude-auto-pilot-fable-v1-canary",
+                name: "claude-auto-pilot-fable-v1-canary",
+                share: 100,
+                usage: 26_000_000,
+                cost: 3164.69,
+                pricingTier: "curated:fuzzy",
+              },
+            ],
+          },
+        ]}
+      />,
+    );
+
+    expect(screen.getByText("1 pricing estimated")).toBeInTheDocument();
+  });
+
+  it("does not show the fuzzy-pricing caveat when every model resolved exactly", () => {
+    render(<ProviderBreakdownCard fleetData={claudeFleet} />);
+
+    expect(screen.queryByText(/pricing estimated/)).not.toBeInTheDocument();
+  });
+
   const claudeFleet = [
     {
       source: "claude",
diff --git a/src/lib/pricing/curated-overrides.json b/src/lib/pricing/curated-overrides.json
index 076a58c2..bacdf26a 100644
--- a/src/lib/pricing/curated-overrides.json
+++ b/src/lib/pricing/curated-overrides.json
@@ -68,8 +68,8 @@
     { "match": "kiro",                   "ref": "kiro-cli-agent" },
     { "match": "hy3",                    "ref": "hy3-preview-agent" },
     { "match": "composer",               "ref": "composer-1" },
-    { "match": "fable",                  "ref": "claude-fable-5" },
-    { "match": "mythos",                 "ref": "claude-mythos-5" },
+    { "match": "claude-fable",           "ref": "claude-fable-5" },
+    { "match": "claude-mythos",          "ref": "claude-mythos-5" },
     { "match": "minimax-m2.7-highspeed", "ref": "MiniMax-M2.7-highspeed" },
     { "match": "minimax-m2.7",           "ref": "MiniMax-M2.7" },
     { "match": "deepseek-v4-flash",      "ref": "deepseek-v4-flash" },
diff --git a/src/lib/pricing/matcher.js b/src/lib/pricing/matcher.js
index 4b27ad61..6ee684d8 100644
--- a/src/lib/pricing/matcher.js
+++ b/src/lib/pricing/matcher.js
@@ -100,7 +100,26 @@ function lookupContainedExactCaseInsensitive(table, model) {
   return null;
 }
 
-function lookupPricing(model, { curated, litellm, source } = {}) {
+// Strips known "vendor build-label" noise so an already-priced model hiding
+// under an auto-pilot/canary wrapper name can still resolve without a
+// hand-added curated entry for every wrapped variant (issue #193). Scoped to
+// the exact shapes seen in production: an "-auto-pilot-" infix used as a
+// build-label separator, and a trailing "-vN-canary" / "-canary" release
+// marker. Deliberately does NOT touch "-preview"/"-beta"/reasoning-effort
+// suffixes (handled separately by stripReasoningSuffix) since those can carry
+// real pricing distinctions.
+const AUTO_PILOT_INFIX = /-auto-pilot-/g;
+const CANARY_SUFFIX = /-v\d+-canary$|-canary$/;
+
+function stripVendorRenameNoise(model) {
+  if (typeof model !== "string" || !model) return "";
+  let stripped = model.replace(AUTO_PILOT_INFIX, "-");
+  stripped = stripped.replace(CANARY_SUFFIX, "");
+  return stripped;
+}
+
+function lookupPricing(model, opts = {}) {
+  const { curated, litellm, source, _denoised = false } = opts;
   if (!model || typeof model !== "string") {
     return { hit: false, source: "empty", value: null };
   }
@@ -202,6 +221,21 @@ function lookupPricing(model, { curated, litellm, source } = {}) {
     }
   }
 
+  // 8. Vendor-rename denoise retry (issue #193). Runs LAST and only once (the
+  // `_denoised` guard prevents re-entering this branch on the recursive
+  // call), after every tier above has already had first crack at the raw
+  // model id — so a real curated/LiteLLM entry that happens to already
+  // contain "-auto-pilot-" or "-canary" is never shadowed by the stripped
+  // retry. Only fires when stripping actually changed the string, so it
+  // cannot loop or duplicate work for models with no vendor-rename noise.
+  if (!_denoised) {
+    const denoised = stripVendorRenameNoise(model);
+    if (denoised && denoised !== model) {
+      const retry = lookupPricing(denoised, { curated, litellm, source, _denoised: true });
+      if (retry.hit) return retry;
+    }
+  }
+
   return { hit: false, source: "miss", value: null };
 }
 
@@ -249,6 +283,7 @@ function buildLitellmPerMillionMap(rawData) {
 module.exports = {
   lookupPricing,
   stripReasoningSuffix,
+  stripVendorRenameNoise,
   normalizeAntigravityModel,
   convertLitellmEntry,
   buildLitellmPerMillionMap,
diff --git a/test/pricing.test.js b/test/pricing.test.js
index 5884df39..a36707b0 100644
--- a/test/pricing.test.js
+++ b/test/pricing.test.js
@@ -262,6 +262,100 @@ test("matcher: lookupPricing reverse-substring picks longest matching key", () =
   assert.equal(r.value.input, 2);
 });
 
+test("matcher: stripVendorRenameNoise removes auto-pilot infix and canary suffix", () => {
+  assert.equal(
+    matcher.stripVendorRenameNoise("claude-auto-pilot-fable-v1-canary"),
+    "claude-fable",
+  );
+  assert.equal(
+    matcher.stripVendorRenameNoise("gpt-5.6-auto-pilot-055-v2"),
+    "gpt-5.6-055-v2",
+  );
+  assert.equal(
+    matcher.stripVendorRenameNoise("claude-sonnet-4-6"),
+    "claude-sonnet-4-6",
+    "no vendor-rename noise present — string passes through unchanged",
+  );
+  assert.equal(matcher.stripVendorRenameNoise(""), "");
+  assert.equal(matcher.stripVendorRenameNoise(null), "");
+});
+
+test("matcher: vendor-rename denoise retry (issue #193) resolves a renamed model with NO curated fuzzy rule needed", () => {
+  // The whole point of the denoise tier: a future auto-pilot/canary rename of
+  // an already-priced model must resolve WITHOUT anyone hand-adding a fuzzy
+  // rule for it, unlike the fable/mythos case that predates this tier.
+  const litellm = { "claude-opus-4-8": { input: 5, output: 25 } };
+  const r = matcher.lookupPricing("claude-auto-pilot-opus-4-8-v1-canary", {
+    curated: { exact: {}, alias: {}, fuzzy: [] },
+    litellm,
+  });
+  assert.equal(r.hit, true);
+  assert.equal(r.source, "litellm:exact");
+  assert.equal(r.value.input, 5);
+});
+
+test("matcher: vendor-rename denoise retry only fires after every other tier has missed on the raw id", () => {
+  // A model whose RAW id (with the auto-pilot/canary noise still present) is
+  // itself a real curated/LiteLLM entry must resolve on the raw id, not the
+  // stripped one — the denoise retry must never shadow a genuine exact match.
+  const curated = {
+    exact: {
+      "claude-auto-pilot-fable-v1-canary": { input: 999, output: 999 },
+    },
+    alias: {},
+    fuzzy: [],
+  };
+  const r = matcher.lookupPricing("claude-auto-pilot-fable-v1-canary", {
+    curated,
+    litellm: {},
+  });
+  assert.equal(r.hit, true);
+  assert.equal(r.source, "curated:exact");
+  assert.equal(r.value.input, 999, "raw-id exact match must win over the denoised retry");
+});
+
+test("matcher: vendor-rename denoise retry does not loop or hit twice for a string with no noise", () => {
+  const r = matcher.lookupPricing("totally-unknown-xyz-2099", {
+    curated: { exact: {}, alias: {}, fuzzy: [] },
+    litellm: {},
+  });
+  assert.equal(r.hit, false);
+});
+
+test("matcher: fable/mythos fuzzy rules are scoped to a claude- prefix, not bare substring match (issue #193)", () => {
+  // Regression for the risk #193 flagged: a bare `{match:"fable"}` rule would
+  // silently price ANY future model containing that substring at the Opus-tier
+  // Fable 5 rate. The rule must require "claude-fable"/"claude-mythos", not
+  // just "fable"/"mythos", so an unrelated non-Claude model is left unpriced
+  // (miss) rather than mispriced.
+  const curated = {
+    exact: { "claude-fable-5": { input: 10, output: 50 } },
+    alias: {},
+    fuzzy: [
+      { match: "claude-fable", ref: "claude-fable-5" },
+      { match: "claude-mythos", ref: "claude-mythos-5" },
+    ],
+  };
+  const unrelated = matcher.lookupPricing("some-vendor-fable-mini", {
+    curated,
+    litellm: {},
+  });
+  assert.equal(
+    unrelated.hit,
+    false,
+    "a non-Claude model merely containing the substring 'fable' must not inherit the Fable 5 price",
+  );
+
+  // The actual affected id still resolves — the prefix scope does not break it.
+  const affected = matcher.lookupPricing("claude-auto-pilot-fable-v1-canary", {
+    curated,
+    litellm: {},
+  });
+  assert.equal(affected.hit, true);
+  assert.equal(affected.source, "curated:fuzzy");
+  assert.equal(affected.value.input, 10);
+});
+
 test("matcher: lookupPricing returns miss for completely unknown model", () => {
   const r = matcher.lookupPricing("totally-unknown-xyz-2099", {
     curated: { exact: {}, alias: {}, fuzzy: [] },