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Kevin Fincel · Ask Kevin← Dossier

§ 05 · Ask Kevin · AI assistant

Ask Kevin

AI answers based on my published work · You can check the sources

Ask KevinAI assistant

Ask Kevin · AI

Ask about the work Kevin has done, how an engagement starts, or what it would cost. Answers come from his published case studies, and every source is one click away.

Pressing Ask sends your question to a hosted AI model through OpenRouter. Nothing you type is stored on this page.

Standard · May use a hosted model · What this mode does

Your question and matching passage IDs go to this site's server, then to a hosted AI model. OpenRouter requests are routed only to providers that do not collect the request for their own use, so it is not used to train a model. Prompt logging is off on my OpenRouter account, so OpenRouter keeps the routing record and not your words. How long the provider that answers keeps it is set by their policy. Inspect run shows which model and provider answered. Please leave out confidential material.

The first question downloads about 58 MB of model and runtime files from this site. Your browser caches them for later questions.

Recorded example · 2026-09-10One question · 3 sources, word for word · No hosted model

Specimen · Recorded run · 2026-09-10 · Corpus b588a6f3 · No generative model · Local embedding + verbatim extraction

“We run Salesforce, three legacy databases, and our salespeople qualify RFQs by hand. What could Kevin build for us?”

EvidencedTop sim 0.663 · Floor 0.55

No generative model · Local embedding + verbatim extraction

  1. FAQ · What does Kevin Fincel deploy?Top sim 0.663

    What does Kevin Fincel deploy? Kevin builds AI agents and MCP servers, retrieval systems, and integrations with ERP, CRM, analytics and legacy software. The work includes testing answers, access controls and human approval for sensitive changes.

    Open the source →
  2. Case 06 · Agent-written changes to live ad accounts, safely · ProblemTop sim 0.627

    The team manages about 18 industrial-sector ad accounts. Agents can help with audits and campaign builds, but API changes affect live client spend. I needed a review process that made each change traceable and required a person to approve it before execution.

    Open the source →
  3. Case 04 · A live ERP, an API-first storefront · ApproachTop sim 0.618

    I separated the API, sync worker and Next.js storefront. The worker mirrors NetSuite into Postgres; the storefront reads through the API and never calls the ERP during a page request. A native part-number field was filled on 99.4% of sellable items. That gave us the grouping key for roughly 28,100 products with condition variants, without adding a client field. The sync fetches before writing, compares content hashes and refuses to reconcile a suspiciously small response. The database allows one runner at a time. CI checks OpenAPI drift, privileged routes fail closed, and a nine-tool read-only MCP server uses the same service layer as REST.

    Open the source →

This example was recorded at build time using the same model as the browser. It uses source passages word for word; no hosted model wrote the answer.

You can question any sentence and send it to me for a reply.

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Fincel Design, LLC · Jacksonville Beach, FL · Est. 2008

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