RFP Intelligence + Response Agent

Qualify bids. Win more. Stop responding to RFPs you can't win.

Dual-phase agentic swarm that qualifies RFP bid worthiness then drafts a Response Intelligence Brief. Phase 1: Scout researches company + Assessor scores bid worthiness (Bid Worthiness Score (BWS) 1-10). Phase 2 only runs if BWS ≥ threshold — Extractor parses requirements, Matcher analyzes past response coverage, Strategist drafts brief. This came from a sales engineer who spent 12 hours per RFP copying answers from previous responses. The agent maps RFP questions to a response library, drafts answers, and flags questions that need fresh input.

Last updated March 5, 2026

RFP response takes 20-40 hours per proposal, with 60% of content reused from prior submissions. Internal communication channels accumulate noise that buries actionable items. Automated process intelligence reduces response time and surfaces escalation patterns before they become crises.

Phase 1 — IntelligenceinputRFP Data01ScoutCompany Research02AssessorBWS 1–10BWS≥ 5?NoRejectionBriefYesPhase 2 — Response03ExtractorRequirement Parsing04MatcherCoverage Analysis05StrategistResponse BriefoutputResponse BriefDual-Phase — Conditional on BWS

Five Agents. Two Phases. Zero Wasted Bids.

The Scout

Step 1The Scout

Tier 1 Reasoning

Researches the issuing organization via web search — funding history, technology stack, procurement patterns, and organizational structure. Builds the intelligence foundation that drives the BWS assessment.

The Assessor

Step 2The Assessor

Tier 1 Reasoning

What does The Assessor actually decide? Scores bid worthiness (BWS 1–10) across four criteria: strategic alignment, win probability, resource requirements, and revenue potential. Low BWS triggers an immediate rejection brief — zero Phase 2 cost on bids you shouldn't pursue.

The Extractor

Step 3The Extractor

Tier 1 Reasoning

This step exists because raw data alone is not enough. Parses every requirement, deliverable, and evaluation criterion from the RFP document. Structures unstructured procurement text into a machine-readable requirement matrix.

The Matcher

Step 4The Matcher

Tier 1 Reasoning

The output here feeds everything downstream. Analyzes your past proposals against extracted requirements. Identifies coverage gaps, reusable sections, and areas requiring new content. Quantifies your response readiness before you start writing.

The Strategist

Step 5The Strategist

Tier 1 Reasoning

Without this step, upstream analysis sits idle. Drafts the Response Intelligence Brief — executive summary, requirement-by-requirement strategy, competitive positioning, and recommended response structure. The brief your team needs before the first word is written.Three input sources, three different field names for the same data. We detect format by field presence — if event_id exists, it is webhook format.

That's the full pipeline. Here's what it intentionally does NOT do — and why those boundaries exist.

What It Does NOT Do

×

Does not submit RFPs — output is a brief, not a finished document

×

Does not maintain a persistent past-response database

×

Does not integrate with procurement platforms (Bonfire, Jaggaer) in v1

×

Does not generate the full proposal

With those boundaries clear, here's everything that ships when you purchase.

The Complete Customer Success Bundle

11 files.

CHANGELOG.mdVersion history
LICENSE.mdLicense terms
README.mdSetup and configuration guide
dependency_matrix.mdThird-party service dependencies
error_handling_matrix.mdError handling reference
rfp_intelligence_response_agent_v1.jsonn8n workflow (main pipeline)
system_prompts/assessor.txtAssessor system prompt
system_prompts/extractor.txtExtractor system prompt
system_prompts/matcher.txtMatcher system prompt
system_prompts/scout.txtScout system prompt
system_prompts/strategist.txtStrategist system prompt

The technical specifications below are ITP-measured, not estimated.

Tested. Measured. Documented.

All values below are from Independent Test Protocol (ITP) testing — not estimates, not projections.

Workflow Nodes

23

Blueprint Quality Standard

12/12 PASS

Agent Roles

5 (Scout, Assessor, Extractor, Matcher, Strategist)

Credentials Required

Anthropic API (core), Notion + Gmail (optional)

Bundle Files

11

Cost Savings on Rejected Bids

51% on rejected bids

Inspection & Test Plan

ITP PASS

Cost per RFP (Full Pipeline)

$0.49 (ITP-measured)

n8n Versions Tested

n8n self-hosted

Cost per RFP (Rejected Bids)

$0.24 (ITP-measured)

Tested on n8n v2.7.5, March 2026

RFP Intelligence + Response Agent v1.0.0 — Technical Reference━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━Pipeline:     Webhook → Scout → Assessor → BWS Router (≥ threshold) → Extractor → Matcher → Strategist → BriefTopology:     Modular Agentic Swarm (5 agents, 2 phases)Phase 1:      Scout + Assessor — always runs (Intelligence)Phase 2:      Extractor + Matcher + Strategist — conditional on BWS (Response)Node Count:   23LLM:          Claude Opus 4.6 (all 5 agents — Tier 1 Reasoning)Cost:         $0.49/RFP (full pipeline) | $0.24/RFP (rejected bids)Savings:      51% cost reduction on bids not pursuedITP:          20/20 milestones PASSBQS:          12/12 PASSTool A:       Webhook (RFP document input)Tool B:       HubSpot (bid context)

What You'll Need

⚠ Data Source Dependency

This blueprint uses Anthropic's managed web search tool to research contacts and companies. Search results depend on live web data and may vary.

Platform

n8n 2.11.2+

Est. Monthly API Cost

$5–15/month

Credentials Required

  • Anthropic API

Services

    Setup Track

    Quick Start

    ~15 min

    All credentials live, n8n running

    Full Setup

    1–2 hrs

    Needs API config + tables

    From Scratch

    2–4 hrs

    No n8n, no credentials

    RFP Intelligence + Response Agent v1.0.0

    $349

    one-time purchase

    What you get:

    • 23-node n8n workflow (.json) — you own it
    • 5 tested agent system prompts (ITP-validated)
    • 10 SDC inter-agent schemas
    • Error handling matrix (20+ failure modes documented)
    • Dependency matrix with ITP-measured costs
    • README setup guide (10 minutes)
    • All sales final after download

    Frequently Asked Questions

    What is BWS and how does it work?+

    Bid Worthiness Score (BWS) is a 1–10 rating scored across four criteria: strategic alignment, win probability, resource requirements, and revenue potential. The Assessor agent evaluates each criterion independently with explicit reasoning. If BWS falls below the configurable threshold, Phase 2 is skipped entirely — saving 51% of pipeline costs on bids you shouldn’t pursue.

    What triggers Phase 2?+

    BWS at or above your configured threshold (default: 5). Phase 1 always runs — Scout researches the company, Assessor scores bid worthiness. If BWS meets the threshold, Phase 2 activates: Extractor parses requirements, Matcher analyzes coverage, Strategist drafts the brief.

    What credentials do I need?+

    Anthropic API key (required — used by all 5 agents). Notion API (optional — for delivering the brief to Notion). Gmail OAuth2 (optional — for email trigger path).

    What does the Response Intelligence Brief contain?+

    Executive summary, requirement-by-requirement analysis, coverage mapping against past proposals, competitive positioning recommendations, and a suggested response structure. It is a strategic planning document — not a finished proposal.

    Can it integrate with Gmail for RFP intake?+

    Yes. The optional Gmail trigger path monitors a designated inbox for RFP documents. When an RFP email arrives, the pipeline starts automatically.

    What does it NOT do?+

    It does not submit RFPs — the output is a brief, not a finished document. It does not maintain a persistent database of past responses. It does not integrate with procurement platforms (Bonfire, Jaggaer) in v1.

    How much does each RFP analysis cost?+

    Full pipeline (both phases): approximately $0.49 per RFP. Phase 1 only (rejected bids): approximately $0.24 per RFP. Web search adds approximately $0.04 per RFP, included in the above figures.

    Which n8n version is required?+

    Tested on n8n self-hosted. Works with both self-hosted and n8n Cloud. The README specifies the minimum version and any required community nodes.

    Is there a refund policy?+

    All sales are final after download. Review the Blueprint Dependency Matrix and prerequisites before purchase. Questions?

    Read the full guide →

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