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18,7 L9,13 L14,7 L9,1 Z"/></marker></defs><defs><marker markerUnits="userSpaceOnUse" orient="auto" markerHeight="40" markerWidth="60" refY="15" refX="15" id="sequencenumber"><circle r="10" cy="15" cx="15"/></marker></defs><text style="font-size: 16px; font-weight: 400;" dy="1em" class="messageText" alignment-baseline="middle" dominant-baseline="middle" text-anchor="middle" y="80" x="225">Sign up</text><line style="fill: none;" marker-end="url(#arrowhead)" stroke="none" stroke-width="2" data-to="App" data-from="U" data-id="i0" data-et="message" class="messageLine0" y2="111" x2="374" y1="111" x1="76"/><text style="font-size: 16px; font-weight: 400;" dy="1em" class="messageText" alignment-baseline="middle" dominant-baseline="middle" text-anchor="middle" y="126" x="547">Create user record (user_id, model group)</text><line style="fill: none;" marker-end="url(#arrowhead)" stroke="none" stroke-width="2" data-to="DB" data-from="App" data-id="i1" data-et="message" class="messageLine0" y2="157" x2="712" y1="157" x1="382"/><text style="font-size: 16px; font-weight: 400;" dy="1em" class="messageText" alignment-baseline="middle" dominant-baseline="middle" text-anchor="middle" y="172" x="225">Interact with AI (multiple messages)</text><line style="fill: none;" marker-end="url(#arrowhead)" stroke="none" stroke-width="2" data-to="App" data-from="U" data-id="i2" data-et="message" class="messageLine0" y2="203" x2="374" y1="203" x1="76"/><text style="font-size: 16px; font-weight: 400;" dy="1em" class="messageText" alignment-baseline="middle" dominant-baseline="middle" text-anchor="middle" y="218" x="547">Log interactions</text><line style="fill: none;" marker-end="url(#arrowhead)" stroke="none" stroke-width="2" data-to="DB" data-from="App" data-id="i3" data-et="message" class="messageLine0" y2="249" x2="712" y1="249" x1="382"/><text style="font-size: 16px; font-weight: 400;" dy="1em" class="messageText" alignment-baseline="middle" dominant-baseline="middle" text-anchor="middle" y="264" x="225">Hit rate limit → See upgrade prompt</text><line style="fill: none;" marker-end="url(#arrowhead)" stroke="none" stroke-width="2" data-to="App" data-from="U" data-id="i4" data-et="message" class="messageLine0" y2="295" x2="374" y1="295" x1="76"/><text style="font-size: 16px; font-weight: 400;" dy="1em" class="messageText" alignment-baseline="middle" dominant-baseline="middle" text-anchor="middle" y="310" x="494">Checkout via Stripe</text><line style="fill: none;" marker-end="url(#arrowhead)" stroke="none" stroke-width="2" data-to="S" data-from="U" data-id="i5" data-et="message" class="messageLine0" y2="341" x2="912" y1="341" x1="76"/><text style="font-size: 16px; font-weight: 400;" dy="1em" class="messageText" alignment-baseline="middle" dominant-baseline="middle" text-anchor="middle" y="356" x="653">checkout.session.completed (webhook)</text><line style="fill: none;" marker-end="url(#arrowhead)" stroke="none" stroke-width="2" data-to="App" data-from="S" data-id="i6" data-et="message" class="messageLine0" y2="387" x2="388" y1="387" x1="918"/><text style="font-size: 16px; font-weight: 400;" dy="1em" class="messageText" alignment-baseline="middle" dominant-baseline="middle" text-anchor="middle" y="402" x="547">Mark user as converted</text><line style="fill: none;" marker-end="url(#arrowhead)" stroke="none" stroke-width="2" data-to="DB" data-from="App" data-id="i7" data-et="message" class="messageLine0" y2="431" x2="712" y1="431" x1="382"/><text style="font-size: 16px; font-weight: 400;" dy="1em" class="messageText" alignment-baseline="middle" dominant-baseline="middle" text-anchor="middle" y="446" x="382">Analyze conversion data</text><text style="font-size: 16px; font-weight: 400;" dy="1em" class="messageText" alignment-baseline="middle" dominant-baseline="middle" text-anchor="middle" y="463" x="382">(model vs. conversion rate)</text><path style="fill: none;" marker-end="url(#arrowhead)" stroke="none" stroke-width="2" data-to="App" data-from="App" data-id="i8" data-et="message" class="messageLine0" d="M 382,495 C 442,485 442,525 382,515"/></svg>
\ No newline at end of file
diff --git a/examples/stripe_model_eval/selecting_a_model_based_on_stripe_conversion.ipynb b/examples/stripe_model_eval/selecting_a_model_based_on_stripe_conversion.ipynb
index bcf773d5d2..d99d9d2c03 100644
--- a/examples/stripe_model_eval/selecting_a_model_based_on_stripe_conversion.ipynb
+++ b/examples/stripe_model_eval/selecting_a_model_based_on_stripe_conversion.ipynb
@@ -152,7 +152,7 @@
     "\n",
     "The following sequence diagram outlines the process:\n",
     "\n",
-    "![Process diagram](diagram.svg)\n",
+    "![Process diagram](../../images/stripe_eval_diagram.png)\n",
     "\n",
     "#### User workflow\n",
     "Here’s what a user journey looks like at HyperWrite:\n",
@@ -191,11 +191,6 @@
     "\n",
     "This cookbook was contributed by [Josh Bickett](https://www.linkedin.com/in/josh-bickett-4219b166/), Lead Engineer at HyperWrite, a company building AI-powered writing tools and research assistants. The methods and case studies reflect HyperWrite's experience but are intended as a general guide for startups evaluating LLMs using payment conversion metrics."
    ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": []
   }
  ],
  "metadata": {
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