How to perform a bid compliance review with AI

Freeze the controlling document set

Inventory the solicitation, amendments, questions and answers, attachments, forms, and incorporated references. Record version, date, source location, and precedence. If an amendment changes an instruction, retain both versions and mark which controls. Do not start from a summary alone.

Extract atomic requirements with their exact citations. Separate submission instructions, evaluation factors, statement-of-work obligations, representations, attachments, and administrative conditions. A single paragraph may contain several requirements.

Use a matrix with these fields:

| Field | Purpose | |---|---| | Requirement ID | Stable review key | | Exact source | Section, page, paragraph, amendment | | Requirement text | Verbatim controlling language | | Type | Mandatory, evaluated, contractual, administrative | | Response location | Volume, section, page, attachment | | Evidence status | Present, partial, absent, exception, unclear | | Reviewer note | Gap and required action |

Acquisition.gov guidance illustrates direct linkage among requirements, proposal instructions, evaluation factors, and response locations. NASA’s official proposal-adequacy checklist similarly asks offerors to provide a page location or explain why requested information is absent. These are federal acquisition examples, not universal rules for every bid.

Test exact response evidence

For each row, open the cited response location and test the requirement literally. Topic similarity is not compliance. A paragraph about implementation does not satisfy a requirement for a named schedule, signed form, or separate technical volume.

This synthetic example shows a narrow review:

| Requirement | Draft evidence | Status | Action | |---|---|---|---| | L-12: submit transition schedule in Volume II | Schedule appears in Volume I only | Partial | Move or duplicate as permitted and update cross-reference | | L-19: identify subcontractors and roles | Two firms named; roles absent | Partial | Add role and scope for each firm | | Attachment C: signed pricing form | Unsigned file in folder | Absent | Obtain authorized signature before packaging | | M-4: evaluated approach to quality control | Section 3.2 contains method and evidence | Present | Verify page reference after final pagination |

The artifact is useful because each conclusion is reproducible from an exact source and exact response location.

Run independent mandatory-item checks

Create a separate high-risk list for deadlines, signatures, page limits, file names, volumes, required forms, certifications, and delivery instructions. Review it independently from the narrative matrix. AI extraction can assist, but a human should reread the controlling sections and amendments.

A common failure is marking a requirement present because the draft contains related words. Another is reviewing an old matrix after an amendment. Repair both by binding matrix rows to the controlling version and requiring location-level evidence.

Test attachments as files, not names in a contents page. Open them, verify signatures and dates where required, and confirm that final packaging has not broken links or pagination. Log authorized exceptions rather than silently treating them as satisfied.

Reconcile the final package

After editing, rerun the matrix against the final compiled files. Changes in pagination, volume structure, and attachments can invalidate earlier references. Require a second reviewer for mandatory items and unresolved interpretations. Escalate ambiguity to the appropriate bid, contracts, legal, or procurement owner.

Before sign-off, confirm:

The compliance review consists of the version inventory, requirement matrix, mandatory-item checklist, issue log, and final sign-off. It supports review; it does not determine legal conformity or whether an issuer will accept a response.

• every row has an exact controlling citation;
• amendments and question responses are incorporated;
• mandatory items received an independent reread;
• present statuses point to opened final evidence;
• partial and absent items have owners and deadlines;
• exceptions are explicit and authorized;
• page, format, signature, and packaging rules are checked; and
• final pagination reconciles to the matrix.

Sources and claim map

The solicitation, requirement IDs, firms, and review results are synthetic. Always use the actual solicitation and accountable specialists for a live submission.

• Acquisition.gov, Develop the Request for Proposals: supports direct linkage and cross-reference mapping among requirements, instructions, evaluation factors, and proposal locations.
• Acquisition.gov, NASA Proposal Adequacy Checklist: supports page-location and explanation fields for required submission items in its specific scope.

Sources: [1] [2]