Portfolio Project · Full-Stack AI Engineering

Sales teams lose 40+ hours
per RFP.
I built the fix.

Draft reads your company's documents and automatically writes accurate, referenced answers to security questionnaires and procurement requests — in minutes, not weeks.

The Problem

RFPs are a $10B problem hiding in plain sight.

40+hours

Average time a sales engineer spends manually answering a single security questionnaire

60%

Of questions in procurement forms are repeated from one customer to the next

$200K+

Annual cost of a dedicated team answering security and procurement requests at a mid-size company

Under the Hood

Built to be trusted, not just fast.

Every technical decision was made with one goal: answers you can stand behind. Here is why.

Answers come from your documents

Why does this matter?

Draft searches your uploaded documents by meaning, not just keywords — so it finds the right policy even when the customer phrases the question differently.

Always up to date

What makes it different?

When you update a policy or add a new document, Draft picks it up immediately. No retraining, no waiting, no stale answers.

Precision over speed

Why not just search the whole document?

Draft reads your documents in focused sections with slight overlap between them. This prevents missing context at the boundaries — a common cause of incomplete or wrong AI answers.

Every answer is traceable

Why does traceability matter?

Every answer shows the exact document and section it came from. Your team can verify before sending — and your customers can trust what they receive.

How it works

Three steps. Minutes, not weeks.

01

Upload your company documents

Add your security policies, certifications, and past questionnaire answers. Draft stores them securely and keeps them ready.

Go to Library
02

Upload the questionnaire

Drop in the spreadsheet of questions from your customer. Draft reads each one, finds the right information, and writes a clear, accurate answer.

Try it now
03

Review before you send

Every answer comes with its source document. Review, edit if needed, then export — with confidence.

See an example
Built withFastAPILangChainPineconeLlama 3Next.js 15TypeScriptTailwind CSSSQLite

Ready to see it in action?

Built by someone who
understands the full picture.