diff --git a/website/app/globals.css b/website/app/globals.css
index a871273f..a5c0e3c4 100644
--- a/website/app/globals.css
+++ b/website/app/globals.css
@@ -725,6 +725,89 @@ a { color: inherit; text-decoration: none; }
 .provider-card dd { margin: 0; color: #c3baaa; }
 .provider-card-links { display: flex; flex-wrap: wrap; gap: 24px; }
 .provider-showcase-links { display: flex; flex-wrap: wrap; gap: 26px; }
+.scenario-section { padding-block: 150px; }
+.scenario-grid {
+  display: grid;
+  grid-template-columns: repeat(2, minmax(0, 1fr));
+  gap: 18px;
+  margin-top: 70px;
+}
+.scenario-panel {
+  padding: 34px;
+  border: 1px solid var(--line-strong);
+  background: #1b1913;
+}
+.scenario-panel h3 { margin: 0 0 24px; font-size: 26px; line-height: 1.1; }
+.scenario-panel > p {
+  margin: 24px 0 0;
+  color: #aaa293;
+  font-size: 13px;
+  line-height: 1.7;
+}
+.scenario-strip {
+  display: grid;
+  gap: 1px;
+  border: 1px solid var(--line);
+  background: var(--line);
+}
+.scenario-strip-four { grid-template-columns: repeat(4, minmax(0, 1fr)); }
+.scenario-strip figure { margin: 0; background: #12100d; }
+.scenario-strip img {
+  display: block;
+  width: 100%;
+  height: auto;
+  background: #0d0c09;
+}
+.scenario-strip-chain img { image-rendering: pixelated; }
+.scenario-strip figcaption {
+  padding: 9px 10px;
+  border-top: 1px solid var(--line);
+  color: #857e70;
+  font-family: var(--font-geist-mono), monospace;
+  font-size: 10px;
+  line-height: 1.4;
+}
+.scenario-strip figcaption b { display: block; color: var(--ember-light); font-weight: 600; }
+.scenario-bottom {
+  display: grid;
+  grid-template-columns: minmax(0, 1.1fr) minmax(0, 1fr);
+  gap: 18px;
+  margin-top: 18px;
+}
+.scenario-snippet, .scenario-panel, .scenario-facts { min-width: 0; }
+.scenario-snippet {
+  padding: 28px 34px;
+  border: 1px solid var(--line-strong);
+  background: #1b1913;
+}
+.scenario-snippet pre {
+  margin: 0;
+  overflow-x: auto;
+  color: #d8cfbd;
+  font-family: var(--font-geist-mono), monospace;
+  font-size: 11px;
+  line-height: 1.7;
+}
+.scenario-snippet p { margin: 22px 0 0; color: #aaa293; font-size: 13px; line-height: 1.7; }
+.scenario-facts {
+  margin: 0;
+  border: 1px solid var(--line-strong);
+  background: #1b1913;
+}
+.scenario-facts div {
+  display: grid;
+  grid-template-columns: 120px 1fr;
+  gap: 20px;
+  padding: 18px 30px;
+  border-top: 1px solid var(--line);
+  font-size: 12px;
+  line-height: 1.6;
+}
+.scenario-facts div:first-child { border-top: 0; }
+.scenario-facts dt { color: #857e70; font-family: var(--font-geist-mono), monospace; font-size: 10px; text-transform: uppercase; }
+.scenario-facts dd { margin: 0; color: #c3baaa; }
+.scenario-links { display: flex; flex-wrap: wrap; gap: 26px; margin-top: 34px; }
+
 
 .safety-section {
   padding-block: 140px;
@@ -1000,6 +1083,7 @@ a { color: inherit; text-decoration: none; }
   .review-grid { grid-template-columns: 1fr; }
   .review-copy { max-width: 720px; }
   .provider-showcase-grid { grid-template-columns: 1fr; }
+  .scenario-grid, .scenario-bottom { grid-template-columns: minmax(0, 1fr); }
   .lock-visual { width: min(680px, calc(100% - 35px)); }
   .docs-layout { grid-template-columns: 170px minmax(0, 1fr); }
   .docs-toc { display: none; }
@@ -1028,7 +1112,10 @@ a { color: inherit; text-decoration: none; }
   .proof-grid > div { min-height: 92px; padding: 20px 0; border-right: 0; border-bottom: 1px solid var(--line); }
   .proof-grid p { grid-column: auto; padding: 24px 0 27px; }
   .split-heading { grid-template-columns: 1fr; gap: 30px; }
-  .workflow-section, .provider-showcase-section, .capabilities-section, .install-section { padding-block: 95px; }
+  .workflow-section, .provider-showcase-section, .scenario-section, .capabilities-section, .install-section { padding-block: 95px; }
+  .scenario-panel, .scenario-snippet { padding: 22px; }
+  .scenario-strip-four { grid-template-columns: repeat(2, minmax(0, 1fr)); }
+  .scenario-facts div { grid-template-columns: 1fr; gap: 6px; padding: 16px 22px; }
   .workflow-grid { grid-template-columns: 1fr; margin-top: 48px; }
   .workflow-grid article { min-height: 400px; padding: 30px 0; border-right: 0; border-top: 1px solid var(--line); }
   .safety-section, .generator-section, .review-section, .cast-section { padding-block: 95px; }
diff --git a/website/app/lib/analytics.ts b/website/app/lib/analytics.ts
index 27b1f661..3a306a41 100644
--- a/website/app/lib/analytics.ts
+++ b/website/app/lib/analytics.ts
@@ -16,6 +16,7 @@ export type CtaSection =
   | "safety"
   | "generator"
   | "provider_showcase"
+  | "scenario"
   | "docs_index"
   | "docs_sidebar"
   | "docs_search"
diff --git a/website/app/page.tsx b/website/app/page.tsx
index cbcde8c8..a5fbdba2 100644
--- a/website/app/page.tsx
+++ b/website/app/page.tsx
@@ -665,6 +665,120 @@ export default function Home() {
           </div>
         </section>
 
+        <section className="scenario-section shell" id="scenario">
+          <div className="section-heading split-heading">
+            <div>
+              <p className="eyebrow">Scenario, measured</p>
+              <h2>Cheap models.<br />A real pipeline.<br />Honest limits.</h2>
+            </div>
+            <p className="section-deck">
+              We ran Scenario&apos;s catalogue through PixelKiln: ten text-to-image
+              models priced from 1 to 11 compute units, six single-image tool
+              models, reference-image edits, a three-model chain, and a real
+              isometric pixel-art game&apos;s structures, covers, backdrops, and sound
+              effects. Every paid request is preceded by a free quote and held
+              under a ceiling you set. These are our own benchmark images, one
+              sample each.
+            </p>
+          </div>
+
+          <div className="scenario-grid">
+            <article className="scenario-panel">
+              <h3>Price does not predict fit</h3>
+              <div className="scenario-strip scenario-strip-four">
+                <figure>
+                  <Image src="/benchmarks/provider-scenario-showcase/klein-1cu.png" alt="A pixel-art stone keep on a mountain from FLUX.2 Klein 9b" width={384} height={384} sizes="(max-width: 680px) 50vw, 200px" />
+                  <figcaption><b>1 CU</b> FLUX.2 Klein 9b</figcaption>
+                </figure>
+                <figure>
+                  <Image src="/benchmarks/provider-scenario-showcase/krea-2cu.png" alt="A pixel-art mossy cave mountain from Krea 2 Turbo" width={384} height={384} sizes="(max-width: 680px) 50vw, 200px" />
+                  <figcaption><b>2 CU</b> Krea 2 Turbo</figcaption>
+                </figure>
+                <figure>
+                  <Image src="/benchmarks/provider-scenario-showcase/ernie-3cu.png" alt="A pixel-art castle on a cliff from Ernie Image Turbo" width={384} height={384} sizes="(max-width: 680px) 50vw, 200px" />
+                  <figcaption><b>3 CU</b> Ernie Image Turbo</figcaption>
+                </figure>
+                <figure>
+                  <Image src="/benchmarks/provider-scenario-showcase/gpt-11cu.png" alt="A detailed pixel-art stone keep with banners from GPT Image 2" width={384} height={384} sizes="(max-width: 680px) 50vw, 200px" />
+                  <figcaption><b>11 CU</b> GPT Image 2</figcaption>
+                </figure>
+              </div>
+              <p>
+                The same brief, seed, and 512 px request to four models. The 1 and
+                2 CU models gave a usable silhouette and the most authentic pixel
+                texture; GPT Image 2 followed the brief best. None returned a
+                native-grid, closed-palette asset, and four ignored the requested
+                canvas size.
+              </p>
+            </article>
+
+            <article className="scenario-panel">
+              <h3>Render, pixelate, cut out, refine</h3>
+              <div className="scenario-strip scenario-strip-four scenario-strip-chain">
+                <figure>
+                  <Image src="/benchmarks/provider-scenario-showcase/chain-1-render.png" alt="A knight rendered by FLUX.2 Klein 9b on a white background" width={256} height={256} sizes="(max-width: 680px) 50vw, 200px" />
+                  <figcaption><b>1 CU</b> render</figcaption>
+                </figure>
+                <figure>
+                  <Image src="/benchmarks/provider-scenario-showcase/chain-2-pixelate.png" alt="The knight pixelated onto a 32-colour palette" width={256} height={256} sizes="(max-width: 680px) 50vw, 200px" />
+                  <figcaption><b>5 CU</b> Pixelate</figcaption>
+                </figure>
+                <figure>
+                  <Image src="/benchmarks/provider-scenario-showcase/chain-3-cutout.png" alt="The pixelated knight with its background removed" width={256} height={256} sizes="(max-width: 680px) 50vw, 200px" />
+                  <figcaption><b>2 CU</b> Birefnet cutout</figcaption>
+                </figure>
+                <figure>
+                  <Image src="/benchmarks/provider-scenario-showcase/chain-4-refined.png" alt="The final 64 by 64 transparent knight sprite after refinement" width={256} height={256} sizes="(max-width: 680px) 50vw, 200px" />
+                  <figcaption><b>free</b> refine, 64×64</figcaption>
+                </figure>
+              </div>
+              <p>
+                One manifest, one <code>pixelkiln gen</code>, 8 CU: each step names its
+                parent&apos;s style, so the chain runs in order and a 64×64 transparent
+                sprite lands at the end, held at the same review gate as any other
+                asset. On a real game&apos;s 240 px landmarks the same chain returned
+                the sprite&apos;s exact size at high confidence with far more detail.
+              </p>
+            </article>
+          </div>
+
+          <div className="scenario-bottom">
+            <div className="scenario-snippet">
+              <pre><code>{`"assets": {
+  "knight":    { "styles": ["render"],   "prompt": "…" },
+  "knight-px": { "styles": ["pixelate"], "prompt": "pixelate",
+    "revision": { "mode": "image-to-image",
+                  "from": "knight", "fromStyle": "render" } }
+}`}</code></pre>
+              <p>
+                <code>revision.fromStyle</code> lets a style that uses one model
+                revise another style&apos;s output, so a chain across models is declared,
+                priced, and ordered instead of stitched by hand.
+              </p>
+            </div>
+            <dl className="scenario-facts">
+              <div><dt>Where it fits</dt><dd>Large landmarks, covers and key art with legible text, flat backdrops, image-to-image edits at 1 CU, and cheap sound effects</dd></div>
+              <div><dt>Where it does not</dt><dd>32 px props, characters, terrain tiles and cliff blocks, which stay on a tool built for them</dd></div>
+              <div><dt>Cost control</dt><dd>A free quote before every paid call, a per-style ceiling, and a command budget</dd></div>
+            </dl>
+          </div>
+
+          <div className="scenario-links">
+            <TrackedLink className="text-link" id="scenario_docs" section="scenario" href="/docs/scenario">
+              Set up Scenario
+            </TrackedLink>
+            <TrackedLink className="text-link" id="scenario_across_styles" section="scenario" href="/docs/revisions#across-styles">
+              Chain models across styles
+            </TrackedLink>
+            <TrackedLink className="text-link" id="scenario_game_pilot" section="scenario" href="https://github.com/gfargo/pixelkiln/tree/main/benchmarks/provider-scenario-game-pilot" external>
+              Read the game pilot ↗
+            </TrackedLink>
+            <TrackedLink className="text-link" id="scenario_bakeoff" section="scenario" href="https://github.com/gfargo/pixelkiln/tree/main/benchmarks/provider-scenario-bakeoff" external>
+              Inspect the model bake-off ↗
+            </TrackedLink>
+          </div>
+        </section>
+
         <section className="safety-section">
           <div className="shell safety-grid">
             <div className="section-heading safety-copy">
diff --git a/website/public/benchmarks/provider-scenario-showcase/chain-1-render.png b/website/public/benchmarks/provider-scenario-showcase/chain-1-render.png
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diff --git a/website/public/benchmarks/provider-scenario-showcase/chain-2-pixelate.png b/website/public/benchmarks/provider-scenario-showcase/chain-2-pixelate.png
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diff --git a/website/public/benchmarks/provider-scenario-showcase/chain-3-cutout.png b/website/public/benchmarks/provider-scenario-showcase/chain-3-cutout.png
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diff --git a/website/public/benchmarks/provider-scenario-showcase/chain-4-refined.png b/website/public/benchmarks/provider-scenario-showcase/chain-4-refined.png
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diff --git a/website/public/benchmarks/provider-scenario-showcase/ernie-3cu.png b/website/public/benchmarks/provider-scenario-showcase/ernie-3cu.png
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diff --git a/website/public/benchmarks/provider-scenario-showcase/klein-1cu.png b/website/public/benchmarks/provider-scenario-showcase/klein-1cu.png
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diff --git a/website/public/benchmarks/provider-scenario-showcase/krea-2cu.png b/website/public/benchmarks/provider-scenario-showcase/krea-2cu.png
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