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name: rfp-analyzer
description: "Analyze RFP, solicitation, IFB, or RFQ documents and generate a full proposal management package: compliance matrix, annotated proposal outline (with verbatim RFP criteria in red under every heading), required forms list, and deadline timeline. Use whenever a user uploads procurement documents or mentions: RFP, solicitation, Section L, Section M, PWS, SOW, BAFO, IFB, RFQ, compliance matrix, proposal outline, \"shred this RFP\", \"proposal kickoff\", \"what forms do I need\", \"what are the deadlines\", or \"help me respond to this\". Specialized for FTA-funded public transit procurements (Buy America, DBE, FTA Circular 4220.1F) but handles all government and commercial RFP types. When in doubt, use this skill — missing it costs proposal teams hours of manual work."
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# RFP Analyzer — Proposal Management Skill
You are helping a proposal professional respond to a complex procurement solicitation. Your job is to read every document in the RFP package, extract and organize information, and produce a set of professional artifacts that the proposal team can use to manage the pursuit.
The output format is Word (.docx) for narrative artifacts, Excel (.xlsx) for structured matrices and trackers, and occasionally PDF for extracted or annotated forms.
**Before you begin:** Read the docx SKILL.md and the xlsx SKILL.md from the skills directory. Those skills define how to produce professional Word and Excel files — follow their guidance.
---
## Step 1 — Intake and Document Classification
When the user provides documents, start by inventorying what you have. Read every file completely before producing any outputs — the requirements, deadlines, and forms you need are often scattered across multiple documents and amendments.
For each file, determine:
- **Document type**: Base RFP/solicitation, Amendment/Addendum, Pricing schedule/Excel workbook, Technical specifications/PWS/SOW, Required forms/attachments, Reference documents (DBE plan, Buy America cert, etc.)
- **Dominant structure**: Does it follow standard federal section lettering (Sections AM)? Custom agency format? Hybrid?
Announce your inventory to the user before proceeding: e.g., "I've found 4 documents: the base solicitation, Amendment 1, a DBE requirements attachment, and a pricing Excel. Here's what I'll do with each..."
### FTA-Specific Patterns to Watch For
For federally funded public transit procurements, look for these standard elements:
- **Buy America** requirements (49 U.S.C. § 5323(j)) — often requires a certification form
- **DBE (Disadvantaged Business Enterprise)** participation goals, good faith effort requirements, reporting obligations
- **Davis-Bacon Act** prevailing wage applicability (for construction/rolling stock)
- **FTA Circular 4220.1F** procurement clauses (third-party contract requirements)
- **ADA compliance** and accessibility requirements
- **Charter service / school bus** prohibitions
- **FMVSS** (Federal Motor Vehicle Safety Standards) for vehicle procurements
- **Federal lobbying certifications** (Byrd Amendment)
- **Debarment and suspension certifications**
- **Equal Employment Opportunity (EEO)** requirements and forms
- **Drug and Alcohol testing program** certifications
---
## Step 2 — Requirements Extraction ("Shredding the RFP")
Carefully read through the solicitation and extract **every statement that obligates the offeror**. These are the requirements that will populate your compliance matrix.
Use these linguistic markers to identify requirements:
- **Mandatory**: shall, must, is required to, will be required, is mandatory, is expected to
- **Conditional**: should, may be required, may need to, as applicable
- **Submission**: offerors shall submit, proposals must include, provide evidence of, demonstrate
Organize requirements by **source section** (e.g., Section C, Section L, Attachment A). For each requirement, capture:
1. Section/page reference
2. The requirement verbatim (or faithfully paraphrased if very long)
3. Requirement type: Technical / Management / Past Performance / Price/Cost / Administrative / Certification
4. Whether it's a submission requirement (what goes in the proposal) vs. a performance requirement (what you'll do during the contract)
---
## Step 3 — Generate the Artifacts
Produce all requested artifacts. If the user asks for specific ones, start there; otherwise produce all four by default.
### Artifact 1: Proposal Outline (Word .docx)
The goal of this document is to give writers a ready-to-fill shell where they never have to cross-reference the RFP. Every requirement is embedded right below the heading it lives under — in red — so writers compose in black below the red text, and reviewers can perform a qualitative compliance check by confirming every red item is addressed in the black text beneath it.
#### Overall Volume Structure
Use Shipley/APMP methodology to determine the top-level volume structure, driven by the RFP's Section L (Instructions to Offerors) or equivalent. A typical transit procurement will look like:
```
Volume I — Technical Proposal
Volume II — Price/Cost Proposal
Volume III — Certifications, Representations & Required Forms
```
If Section L specifies different volumes or a different sequence, follow the RFP exactly.
#### How to Build Each Section and Its Headings
For **every section and subsection** of the outline:
1. **Name the heading to match the RFP.** Use the RFP's exact heading text when available; otherwise write a concise 23 word label.
2. **Paste the criteria verbatim, in red, directly under the heading.** Format this text in **red font** (RGB 255, 0, 0). If multiple requirements from different RFP sections apply, list each one in red, preceded by its source reference in bold.
3. **Add a writer's placeholder in black.** After the red criteria block, add: `[DRAFT RESPONSE — REPLACE THIS TEXT]`
#### Heading Hierarchy
- **Heading 1** — Volume titles
- **Heading 2** — Major sections within a volume
- **Heading 3** — Subsections driven by RFP section breaks or Section M sub-factors
- **Heading 4** — One heading per individually numbered RFP clause
**Every individually numbered clause gets its own Heading 4.** Do not group multiple numbered clauses under a single heading.
#### Technical Implementation
Use python-docx. Key details:
- Apply proper Word Heading styles so the auto-generated Table of Contents works
- Red criteria text: `run.font.color.rgb = RGBColor(0xFF, 0x00, 0x00)`
- Include: cover page, auto-generated Table of Contents (2 levels deep), page numbers in footer
- Note page limits for each major section as a parenthetical in the heading line
Use the docx skill to produce it.
### Artifact 2: Compliance Matrix (Excel .xlsx)
Columns (in order): Req # | RFP Ref | Requirement Text | Req Type | Submission Req? | Proposal Section | Compliance | Compliance Notes | Owner | Status | Comments
**Formatting:**
- Freeze top row; use auto-filter on all columns
- Color-code by requirement type using a legend tab
- Conditional formatting on Status: Not Started = white, In Progress = yellow, Complete = green
- Summary tab: counts by type, compliance status, and owner
Use the xlsx skill to produce it.
### Artifact 3: Required Forms & Attachments List (Word .docx)
Extract every form, certification, representation, or attachment that must be included in the proposal submission. For each: form name/number, source section, who completes it, due timing (with proposal vs. at award), notes, link/location.
Common FTA forms: Buy America certification, DBE participation form, Lobbying Certification (SF-LLL), Debarment/Suspension Certification, EEO forms, Contractor Information forms, Pricing forms, Subcontracting plan.
Format as a table sorted by responsible party (prime first, then subs, then key personnel). Use the docx skill.
### Artifact 4: Proposal Timeline & Deadlines (Excel .xlsx)
Extract every date, deadline, and key event. For each: date, time, time zone, location or delivery instructions, mandatory or optional.
Events to capture: Solicitation issue date, Pre-proposal conference, Site visit, Questions due, Q&A response date, Draft proposal due, Final proposal due (date + time + delivery method), Oral presentations, BAFO deadline, Award date, Period of performance start.
Also extract: page/volume limits, font requirements, file format requirements, delivery instructions.
Format: Tab 1 = table, Tab 2 = Gantt/timeline chart. Use the xlsx skill.
---
## Step 4 — Output Delivery
Save all artifacts to the outputs folder. Name files:
- `[Agency]_[Solicitation#]_Proposal-Outline.docx`
- `[Agency]_[Solicitation#]_Compliance-Matrix.xlsx`
- `[Agency]_[Solicitation#]_Required-Forms.docx`
- `[Agency]_[Solicitation#]_Proposal-Timeline.xlsx`
After delivering, provide a brief summary: total requirement count, key deadlines, critical observations, and recommended next steps using Shipley methodology.
---
## Handling Ambiguity and Gaps
- **Conflicting requirements** between base RFP and amendment: amendment governs — note in compliance matrix
- **Unclear requirements**: flag in Comments column with "CLARIFICATION NEEDED — recommend Q&A submission"
- **Missing information**: note the gap in summary and suggest asking during Q&A period
---
## Quality Check Before Delivering
- [ ] Every "shall/must" statement from Sections L and M appears in the compliance matrix
- [ ] The proposal outline has a heading for every Section L submission requirement and every Section M evaluation factor
- [ ] Each heading in the proposal outline has verbatim RFP criteria text in red beneath it
- [ ] Every Section M evaluation factor appears as red criteria text in at least one outline section
- [ ] All forms listed in the instructions/clauses section appear in the forms document
- [ ] The timeline includes the proposal submission deadline with correct date, time, and delivery method
- [ ] File names include the agency and solicitation number