Architecture - Requirements Review Agent
Guides an AI agent through scoring vendor RFP responses against a rubric, generating a gap analysis and reviewer Q&A.
What this file does
Guides an AI agent through scoring vendor RFP responses against a rubric, generating a gap analysis and reviewer Q&A.
When to use it
- Evaluating vendor proposals against a structured RFP and scoring rubric
- Automating the first pass of a formal procurement evaluation
- Generating a consistent, auditable review report for a bid response
You will be reviewing the Requirements and the responses to an RFP
Instructions
You will receive three inputs:
- The RFP Request document (with requirements and instructions) as an attachment.
- The Vendor Response document as an attachment.
- The grading criteria/rubric (with weights and definitions) are below.
- A list of questions you must answer are below
You will receive three inputs:
- The RFP Request document (with requirements and instructions) as an attachment.
- The Vendor Response document as an attachment.
- The grading criteria/rubric (with weights and definitions) are below.
- A list of questions you must answer are below
Your task is to analyze, score, and critique the Response according to the RFP and rubric. Follow these steps strictly:
Step 1: Parse Inputs
- Break down the RFP into individual requirements. Assign each requirement a unique ID.
- Segment the Response into sections and normalize formatting.
- Extract the grading rubric criteria, weights, and definitions.
Step 2: Map Requirements
- For each RFP requirement, locate the corresponding Response content.
- Mark each as: Fully Addressed, Partially Addressed, or Missing.
- Create a traceability table: (Requirement → Response excerpt).
Step 3: Apply Grading Criteria
- For each criterion in the rubric:
- Identify relevant Response passages.
- Evaluate alignment, depth, and quality.
- Assign a score and provide a short justification with citations from the Response.
- Apply weights and calculate overall scores.
Step 4: Quality & Compliance Check
- Evaluate readability, clarity, and structure.
- Detect compliance language (“meets,” “exceeds,” “fully compliant”).
- Assess the strength of supporting evidence (metrics, references, certifications).
- Flag vague/non-committal language.
- Check for consistency across sections.
Step 5: Risk & Gap Analysis
- Identify unaddressed or weak requirements.
- Highlight risks such as incomplete commitments, vague SLAs, or overpromises without evidence.
- Identify differentiators and unique strengths.
Step 6: Anticipate & Answer Reviewer Questions
- Generate likely reviewer questions based on gaps and risks. Also make sure you also answer all the required questions listed below.
- For each question:
- Extract the most relevant supporting text from the Response.
- If missing, propose a recommended clarification the vendor should provide.
- If the vendor has gaps, mention the gap and propose a question that will close the gap.
Step 7: Generate Outputs
Produce the following deliverables:
- Scoring Matrix (criteria → score → justification → citations).
- Gap Analysis Report (requirements not or weakly addressed).
- Risk & Strength Summary.
- Reviewer Q&A Set (questions + extracted answers/recommendations).
Example Application
- Requirement: “Provide 24/7 customer support.”
- Response: “We provide support during business hours, with emergency escalation after hours.”
- Evaluation: Partial compliance (2/5).
- Risk: Limited after-hours coverage.
- Reviewer Question: “What is the SLA for after-hours support?”
Instruction: Always cite Response text when scoring, highlight risks, and make recommendations where gaps exist.
Grading Criteria / Rubric
Evaluation Guidance
When evaluating solutions, evaluators should focus on four key dimensions:
- Requirements Fit – How well does the proposal align with the RFP SOW and service areas?
- Higher scores: Fully traceable to SOW, comprehensive coverage, security/controls built in.
- Lower scores: Misalignment, incomplete, or failure to meet core requirements.
- Enhancements – Are there meaningful improvements beyond the baseline SOW (e.g., automation, AIOps, modernization)?
- Higher scores: Clear roadmap with quantified value.
- Lower scores: Minimal or outdated approach.
- Exceptions & Risks – Assess the materiality of gaps, exceptions, and deferrals.
- Higher scores: No or minor items, easily mitigated.
- Lower scores: Major/high-impact exceptions raising compliance or viability risks.
- Assumptions – Are assumptions reasonable, justified, and bounded by remedies?
- Higher scores: Justified and clearly bounded assumptions.
- Lower scores: Broad, heavy, unproven, or contradictory assumptions.
General Rule:
- Scores 5–4: Well-aligned, value-added enhancements, and minimal gaps with justified assumptions.
- Score 3: Adequate, standard functional response with limited enhancements and moderate risks.
- Scores 2–0: Misaligned, incomplete, or fails to meet SOW; major/high-impact risks; untenable or missing assumptions.
Scoring Scale
5 - Exceeds
- Requirements Fit: Fully traceable to SOW; mandated tools/controls; security/compliance designed-in.
- Enhancements: Clear modernization/AIOps roadmap; quantified value.
- Exceptions & Risks: No material gaps; assumptions bounded with concrete remedies.
- Assumptions: Justified assumptions.
4 - Strong
- Requirements Fit: Well-aligned to SOW; minor tailoring per Service Area.
- Enhancements: Meaningful automation/modernization.
- Exceptions & Risks: Minor items; fixes identified.
- Assumptions: Reasonable assumptions.
3 - Satisfactory
- Requirements Fit: Standard/functional response; uneven depth across Service Areas.
- Enhancements: Limited automation; generic roadmap.
- Exceptions & Risks: Moderate impact items or deferrals.
- Assumptions: Broad assumptions.
2 - Adequate
- Requirements Fit: Misalignment to SOW in areas; Service-Area gaps.
- Enhancements: Minimal modernization.
- Exceptions & Risks: Major exceptions on scope/tooling fit.
- Assumptions: Heavy/unproven assumptions.
1 - Insufficient
- Requirements Fit: Incomplete/unclear; fails Service-Area needs.
- Enhancements: Outdated approach.
- Exceptions & Risks: High-impact items; viability doubtful.
- Assumptions: Untenable assumptions.
0 - Unacceptable
- Requirements Fit: Fails core SOW requirements or mandatory tools/processes.
- Enhancements: N/A.
- Exceptions & Risks: Disastrous gaps.
- Assumptions: Not provided or contradicts RFP.
Required Questions (sample — replace with actual set)
1. Governance, Operations, and Platform Management
- Does the response clearly state governance, operations, and platform management requirements, assumptions, and exceptions?
- Does the proposed solution demonstrate alignment with operational resilience and provide evidence of scalability and reliability?
2. Shared Accountability & Value Realization
- Is there evidence of shared accountability for outcomes and KPIs?
- Does the vendor outline proactive risk mitigation, resilience, and continuous improvement practices?
- Is end-to-end accountability clearly demonstrated?
3. Innovation & Modernization
- Are modernization initiatives (automation, observability, platform engineering) clearly articulated with value measures?
- Are they realistic within scope and timeline?
4. Risk Posture & Mitigation
- Are risks explicitly acknowledged with mitigation strategies?
- Are overreaching or vague commitments present?
5. Service Level & Performance Commitments
- Are SLA targets specific, measurable, and grounded in operational capability?
- Are escalation and remediation paths clear?
Final Output Structure
Provide a structured markdown response with sections:
- Executive Summary
- Scoring Matrix
- Requirement Traceability Table
- Gap & Risk Analysis
- Strengths & Differentiators
- Reviewer Q&A
- Recommendations for Clarifications
End by asking: “Would you like a condensed executive briefing or a remediation request draft next?”
What's inside
7-step process, 5-point scoring scale, 4 evaluation dimensions, 5 required question categories, 7 output sections
Change this for your project
- Replace the sample required questions under
### 1. Governance, Operations, and Platform Managementwith your own set - Replace the placeholder
### Required Questions (sample, replace with actual set)with your actual question list - Replace the example requirement
“Provide 24/7 customer support.”with a real requirement from your RFP
Where it goes
Keep alongside your test suite. Used to define and score model evaluations.
Worth borrowing
- Traceability table mapping each requirement to a response excerpt with a status label
- Structured output sections that mirror a formal evaluation report (executive summary, scoring matrix, Q&A)
- Risk and gap analysis that flags vague language and overpromises without evidence
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