CASE FILE · 06 / 2026
P-01 · CASE FILEAI · ML + DESIGN

BidsAI

An AI workspace for bidding on the Indian government. A 20-hour tender workflow, compressed to 2.
2025–PRESENT·Next.js · FastAPI · LangChain · OpenAI · Qdrant
WALKTHROUGH · BIDSAI
PROLOGUE · FIELD REPORT

Every week, thousands of Indian businesses chase government contracts.

The work is not the bidding. The work is the reading.

A single RFP can run 300 pages. The eligibility clause sits on page 47. The cost schedule sits on page 212. Miss one line and the bid is disqualified before anyone reads it.

Multiply that by portals, states, departments, deadlines.

A team spends 20 hours on one bid. Then does it again the next week.

FINDING — REDACTED

The humans were being used as parsers.

EXHIBIT A

THE 20-HOUR PROBLEM

Before the tool, the work looked like this. Seven stops, twenty hours, every bid.

  1. 01

    Discover

    2h

    scan portals, flag relevance

  2. 02

    Eligibility

    3h

    pull clauses from 300 pages

  3. 03

    Read

    3h

    cross-reference technical specs

  4. 04

    Analyze

    2h

    map requirements to capability

  5. 05

    Check

    2h

    verify turnover, certifications, past performance

  6. 06

    Draft

    5h

    technical and financial proposal

  7. 07

    Revise

    3h

    compliance review, formatting, submission

TOTAL
20 hours
PER BID · EVERY WEEK
EXHIBIT B

THE OPPORTUNITY

If the document could read itself,

the human could finally think.

EXHIBIT C

THE MENTAL MODEL

DISCOVER

Tenders surface themselves across central, state, and departmental portals.

UNDERSTAND

The document explains itself. Every clause, spec, and deadline linked to its source page.

QUALIFY

Eligibility is checked the instant a tender is opened, against your company profile.

PROPOSE

A structured first draft, grounded in the tender and your prior wins.

EXHIBIT D

EVIDENCE

  • 01

    Bids surface themselves.

    Multi-portal discovery across central, state, and departmental sources.

  • 02

    Documents explain themselves.

    RAG-based Q&A, summarization, and clause-level risk tagging on every upload.

  • 03

    Eligibility is instant.

    Go / No-Go decisions against your company profile, the moment a tender is opened.

  • 04

    The chat cites its sources.

    Multilingual voice queries. Every answer links back to the page and paragraph.

  • 05

    The proposal writes its first draft.

    Compliance language and technical scope generated from the tender and prior wins.

EXHIBIT E

MY CONTRIBUTION

The product decisions, and the reasoning.

  • 01

    Put the document in the center of the workspace, not a sidebar.

    The tender is the source of truth. Chat, eligibility, and drafting are commentary on it.

  • 02

    Every AI answer must link back to a page.

    Government work punishes hallucinations. Citations are not a feature. They are the contract of trust.

  • 03

    Eligibility runs on open, not on demand.

    The first question any bidder asks is 'can we even bid?' The system should answer before they think to ask.

  • 04

    Proposal generation is a first draft, never a final one.

    The human still owns the submission. AI removes the blank page, not the judgment.

  • 05

    Keep the interface quiet.

    Users are already drowning in documents. The tool should reduce noise, not add its own.

EXHIBIT F

TRADE-OFFS

What was considered. What was chosen.

CONSIDERED
CHOSE
  • General-purpose chat over the tender

    Grounded chat with mandatory page-level citations

    APPROVED
  • One-shot proposal generation

    Section-by-section drafting with human checkpoints

    APPROVED
  • A unified "eligibility score"

    Clause-by-clause pass / fail with the reasoning exposed

    APPROVED
  • Upload-driven discovery

    Continuous multi-portal scraping against a company profile

    APPROVED
  • A dashboard-first landing

    A document-first workspace. The tender is the landing.

    APPROVED
EXHIBIT G

VERDICT

TIME PER BID
CITATIONS IN EVERY AI ANSWER
VOICE QUERIES · GO / NO-GO DECISIONS