Live metrics

Most freelancers don't instrument what they ship. Here's the data, in public.

Queries (this month)
364
Answers with citations
51.6%
P95 latency
11056 ms
Spend (this month)
$2.06

Latest eval run

{
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        "rerankedRefusalCorrect": 3
      },
      "adversarial": {
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        "rerankedRefusalCorrect": 0
      },
      "single-fact": {
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        "rerankedRefusalCorrect": 3
      },
      "out-of-scope": {
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      }
    },
    "flippedToRight": [
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    ],
    "flippedToWrong": [
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    ],
    "liftCriterionMet": false
  },
  "baseline": {
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        "answer": "data: {\"type\":\"start\"}\n\ndata: {\"type\":\"start-step\"}\n\ndata: {\"type\":\"text-start\",\"id\":\"0\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\"I\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\"'ve got three projects in flight right now [1]. There\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\"'s a parent-teacher-organization platform I'm building for Mills River PTO, a sports-forecasting app called PropsMath.com that I'm shipping with\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\" a business partner, and ongoing management of the Mt. Zion Clinic production site — we launched that earlier this month [\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\"1].\\n\\nBeyond those, my recent work spans accessible web applications\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\", bespoke Claude skills and plugins for teams, and full-stack development across the modern stack [5]. Want\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\" me to dig into any of those in detail, or are\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\" you looking for something specific?\"}\n\ndata: {\"type\":\"text-end\",\"id\":\"0\"}\n\ndata: {\"type\":\"finish-step\"}\n\ndata: {\"type\":\"finish\",\"finishReason\":\"stop\",\"messageMetadata\":{\"inputTokens\":4776,\"outputTokens\":131}}\n\ndata: [DONE]\n\n",
        "status": 200,
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        "question": "What kinds of projects has Jeremy worked on recently?",
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            "text_excerpt": "I'm Jeremy Warren — a web developer rooted in the red clay of Georgia and refined by fifteen years in the Blue Ridge Mountains of Western North Carolina. I'm based in Hendersonville, NC, and I bring o"
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            "text_excerpt": "Every project starts with a discovery conversation — I want to understand your goals, your users, and any constraints (timeline, budget, existing tech). From there I move into a written spec or scope "
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            "rerank_score": null,
            "text_excerpt": "— a web developer in Hendersonville, NC, shipping accessible sites built to outlast their framework. Eleven years across web, IT infrastructure, and team leadership. Recent work: a PTO platform for Mi"
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            "heading_path": [
              "How do you charge for projects?"
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              null,
              "What helps me respond well"
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            "text_excerpt": "Roughly what you're building, when you'd like to start, and any constraints I should know about — budget range, tech preferences, deadline drivers. Don't worry about perfect — bullets are fine. If you"
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            "heading_path": [
              "Jeremy Warren.",
              "Three ways we could work together.",
              "Website Maintenance"
            ],
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            "text_excerpt": "Ongoing care for production sites — security patches, dependency updates, performance tuning, accessibility audits, uptime monitoring."
          }
        ],
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      },
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        "answer": "data: {\"type\":\"start\"}\n\ndata: {\"type\":\"start-step\"}\n\ndata: {\"type\":\"text-start\",\"id\":\"0\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\"I\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\" work across a broad stack. On the backend\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\", I'm comfortable with PHP, Python, and MySQL. On the frontend, I build with HTML, CSS, and JavaScript — and I'm currently investing\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\" heavily in TypeScript and Astro for modern projects [1]. I\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\" also work with the Claude API and have been shipping RAG agents and\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\" custom Claude skills for teams [1,7].\\n\\nMy recent\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\" work spans everything from full-stack web apps to production retrieval-augmented chat agents,\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\" so I tend to pick the right tool for what you\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\"'re building rather than force-fit a single framework [1,4].\\n\\nWhat are\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\" you working on?\"}\n\ndata: {\"type\":\"text-end\",\"id\":\"0\"}\n\ndata: {\"type\":\"finish-step\"}\n\ndata: {\"type\":\"finish\",\"finishReason\":\"stop\",\"messageMetadata\":{\"inputTokens\":4844,\"outputTokens\":138}}\n\ndata: [DONE]\n\n",
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            "text_excerpt": "Roughly what you're building, when you'd like to start, and any constraints I should know about — budget range, tech preferences, deadline drivers. Don't worry about perfect — bullets are fine. If you"
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            "source_url": "https://devdudejeremy.com/",
            "heading_path": [
              "Jeremy Warren."
            ],
            "rerank_score": null,
            "text_excerpt": "— a web developer in Hendersonville, NC, shipping accessible sites built to outlast their framework. Eleven years across web, IT infrastructure, and team leadership. Recent work: a PTO platform for Mi"
          },
          {
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            "source_url": "https://devdudejeremy.com/services/",
            "heading_path": [
              null,
              "Custom Websites & Web Apps"
            ],
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            "text_excerpt": "Full-stack websites and web apps built from the ground up — no templates, no cookie-cutter."
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            "id": "9215b505-fe6e-4dd9-aba9-7e1719022d5d",
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            "heading_path": [
              null,
              "Education",
              "Asheville-Buncombe Technical Community College"
            ],
            "rerank_score": null,
            "text_excerpt": "Associate Degree, Software & Web Development · January 2023 – May 2026 · GPA 3.9 President's List in Spring 2024, Fall 2024, and Spring 2025. Coursework spans web markup and scripting, PHP programming"
          },
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            "id": "8ab4004f-fc92-40ed-adb9-d350f4a232b0",
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            "heading_path": [
              null,
              "RAG Agents"
            ],
            "rerank_score": null,
            "text_excerpt": "Production retrieval-augmented chat agents grounded in your content — hybrid retrieval, citation-faithful answers, lead capture, voice, and an eval harness that gates every change."
          },
          {
            "id": "6ee3bec2-2f1a-4a12-a4f6-80e011ffc7f1",
            "source_url": "https://devdudejeremy.com/faq/",
            "heading_path": [
              "What does your development process look like?"
            ],
            "rerank_score": null,
            "text_excerpt": "Every project starts with a discovery conversation — I want to understand your goals, your users, and any constraints (timeline, budget, existing tech). From there I move into a written spec or scope "
          },
          {
            "id": "9f016f33-8590-41b1-8182-7bc12455a4ac",
            "source_url": "https://devdudejeremy.com/services/",
            "heading_path": [
              null,
              "Website Maintenance"
            ],
            "rerank_score": null,
            "text_excerpt": "Ongoing care for production sites — security patches, dependency updates, performance tuning, accessibility audits, uptime monitoring."
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          {
            "id": "53c46951-76ae-4b51-8bc2-505d1830c9c1",
            "source_url": "https://devdudejeremy.com/",
            "heading_path": [
              "Jeremy Warren.",
              "Three ways we could work together.",
              "Custom Websites & Web Apps"
            ],
            "rerank_score": null,
            "text_excerpt": "Full-stack websites and web apps built from the ground up — no templates, no cookie-cutter."
          }
        ],
        "shouldRefuse": false,
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        "refusalCorrect": true,
        "faithfulnessReason": "The answer accurately lists Jeremy's technologies (PHP, Python, MySQL, HTML, CSS, JavaScript, TypeScript, Astro, Claude API, RAG agents) with proper citations to the context chunks that support each claim.",
        "rerankModeEffective": "off"
      },
      {
        "id": "q3",
        "type": "single-fact",
        "answer": "data: {\"type\":\"start\"}\n\ndata: {\"type\":\"start-step\"}\n\ndata: {\"type\":\"text-start\",\"id\":\"0\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\"You\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\" can reach me a few ways. If you'd like to chat about a project right\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\" now, tell me what you're working on — roughly what you're building and when\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\" you'd like to start — and I can get you on my calendar for\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\" a discovery call [1].\\n\\nIf you prefer email, you can reach me directly\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\" at jeremy@devdudejeremy.com [1]. I'll\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\" reply within a day [2].\\n\\nWhat's the project you have\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\" in mind?\"}\n\ndata: {\"type\":\"text-end\",\"id\":\"0\"}\n\ndata: {\"type\":\"finish-step\"}\n\ndata: {\"type\":\"finish\",\"finishReason\":\"stop\",\"messageMetadata\":{\"inputTokens\":4787,\"outputTokens\":102}}\n\ndata: [DONE]\n\n",
        "status": 200,
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        "question": "How can I contact Jeremy about a project?",
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              "The short version"
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            "text_excerpt": "I'm Jeremy Warren — a web developer rooted in the red clay of Georgia and refined by fifteen years in the Blue Ridge Mountains of Western North Carolina. I'm based in Hendersonville, NC, and I bring o"
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            "text_excerpt": "Smaller-scope work that doesn't fit a fixed quote — bug fixes, feature additions, code reviews, audits."
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            "heading_path": [
              "Jeremy Warren."
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            "text_excerpt": "— a web developer in Hendersonville, NC, shipping accessible sites built to outlast their framework. Eleven years across web, IT infrastructure, and team leadership. Recent work: a PTO platform for Mi"
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      {
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        "answer": "data: {\"type\":\"start\"}\n\ndata: {\"type\":\"start-step\"}\n\ndata: {\"type\":\"text-start\",\"id\":\"0\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\"I reach\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\" for React and other frameworks when the interactivity genu\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\"inely demands it [2], but my recent work has centered on\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\" Astro and PHP. That stack lets me ship fast,\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\" accessible sites without the operational overhead of a monolithic JavaScript\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\" framework.\\n\\nMy eleven years span web development, IT infrastructure, and team leadership [1], so\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\" I've worked across the full spectrum — but these days I'm focused\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\" on what actually solves the problem rather than defaulting to a particular\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\" tool. If you're building something that needs heavy client-side interactivity, React makes sense. For most\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\" portfolio and small-business sites, though, Astro gives you near\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\"-zero JavaScript by default on the frontend, which means pages\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\" are fast, indexable, and resilient [2].\\n\\nWhat are\"}\n\ndata: {\"type\":\"text-delta\",\"id\":\"0\",\"delta\":\" you working on? I can tell you exactly how I'd approach it.\"}\n\ndata: {\"type\":\"text-end\",\"id\":\"0\"}\n\ndata: {\"type\":\"finish-step\"}\n\ndata: {\"type\":\"finish\",\"finishReason\":\"stop\",\"messageMetadata\":{\"inputTokens\":5058,\"outputTokens\":181}}\n\ndata: [DONE]\n\n",
        "status": 200,
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        "question": "Tell me about Jeremy's experience with React and Next.js.",
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              "The short version"
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            "heading_path": [
              "Why PHP + Astro instead of a JavaScript framework for everything?"
            ],
            "rerank_score": null,
            "text_excerpt": "Astro gives you near-zero JavaScript by default on the frontend — pages are fast, indexable, and resilient. PHP on the backend is mature, widely hosted, and lets me ship secure API endpoints without s"
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              "Rebuilding devdudejeremy.com on Astro"
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            "text_excerpt": "A voting widget sounds like a one-afternoon build. List some predictions, count clicks, render a bar chart. Done. That’s the toy version. The toy version is fraud-shaped from the start. A real version"
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            "heading_path": [
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            "text_excerpt": "Engineering teams running Claude Code or Cowork at scale who keep reinventing the same prompt patterns. Solo developers who want their best practices encoded as repeatable workflows rather than tribal"
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            "text_excerpt": "The page leads with four stat cards. $290B private investment in 2025, 72% enterprise GenAI adoption, $0.05 per million tokens for GPT-3.5-class inference in 2026, $420B combined Big-Four CapEx. The y"
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            "text_excerpt": "Teams that haven’t yet adopted Claude Code or Cowork — start there first. Single-skill needs that fit inside an Hourly Engagement. Projects looking for a generic productivity prompt — the value here i"
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            "source_url": "https://devdudejeremy.com/",
            "heading_path": [
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            "text_excerpt": "— a web developer in Hendersonville, NC, shipping accessible sites built to outlast their framework. Eleven years across web, IT infrastructure, and team leadership. Recent work: a PTO platform for Mi"
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              "Approach"
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            "text_excerpt": "A multi-sport expected-value forecasting platform launching with live MMA. Reads Tapology, UFC Stats, and BestFightOdds in parallel, blends them by signal strength, and emits a bet / lean / pass call "
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}

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