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100-Document AI MVP

Prove the value before you invest in a full build

A production-grade AI assistant on your own documents, with cited answers, measured accuracy, and ready for real users.

From $1,500. Fixed scope. Delivered in 3 to 7 days.

  • Up to 100 documents: PDFs, Word files, and web pages
  • Every answer cites the exact passage it came from
  • Accuracy tested on real questions before handoff
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  • Top Rated Plus on Upwork
  • OpenAI and Anthropic certified
  • 7+ years building production RAG systems
  • 4.7 from 56 reviews

Most AI assistants fail within a week

Wrong sources surface, answers are made up, and users stop trusting it. The cause is almost always the same: nobody measured accuracy before going live. This MVP fixes that by testing on real questions before you launch.

  • You have real documents (policies, manuals, contracts, knowledge base) people search every day
  • You want to prove the value before funding a full build
  • Your users, investors, or buyers will scrutinize the answers

What you get that demos skip

  1. Accuracy you can prove

    Every answer is grounded in your documents, with a link to the source passage.

  2. Production discipline

    Guardrails, schema validation, commented code, and a clean codebase you can extend.

  3. Not a proof of concept

    A working assistant your team can use and verify today.

How it works

  1. You send your documents.

    Up to 100 files, plus 20 to 25 real questions your users ask.

  2. I build and index.

    Ingestion, search, and cited answers on your data.

  3. I test accuracy.

    Results on your real questions, with what passed, what failed, and why.

  4. Deploy and handoff.

    Live in your chosen interface, with source code, setup file, and documentation.

What's included

Estimated: $1.5k–$4k

  • Ingestion of up to 100 documents, including scanned PDFs with printed text
  • Search that handles both exact terms and natural questions
  • Cited answers, and a clear "I don't know" when the answer isn't in your documents
  • One interface: web chat, website widget, or Slack bot
  • Evaluation set and accuracy report before handoff
  • Deployment to your cloud or a hosted setup
  • Source code, setup file, documentation, and a short handoff

Built to ship fast

Why 100 documents

  • 1 use case and 1 type of user
  • 1 document source (upload folder, Google Drive, or SharePoint)
  • 1 interface
  • SSO, roles, and CRM write-back are available as upgrades

Big enough to prove real value, small enough to finish fast. It also shows quickly whether your data is ready.

Systems I have shipped

695,000+conversations handled
10M+answers served, 91% rated helpful
56%fewer support tickets

Across EdTech, financial services, real estate, and B2B SaaS.

Common questions

Do I need clean documents?

No. Messy PDFs and web pages are fine. Part of the job is finding out what your data can support.

What if answers aren't accurate enough?

That's what the accuracy report is for. We find the failures before your users do.

Can this grow later?

Yes. The code is clean and documented, so it extends without a rebuild.