Blog · Page 19

Field notes.

Page 19 of 31. Browse the archive of RFP workflows, grounded-AI architecture, and proposal operations notes.

Team & Workflow

The 20-minute proposal retro

The ritual we run after every submit. Five questions. One owner per action item. Twenty minutes. Why most proposal post-mortems don't happen and what makes this one stick.

PursuitAgent
Procurement

Procurement-side pain is real — and underserved

Buyers also hate the category. Three quotes from public procurement blogs and what they tell us about how the industry has under-served the buyer side of the RFP relationship.

PursuitAgent
RFP Mechanics Long read

The color-team review discipline, explained for modern teams

Pink, red, gold, white. The four-team review discipline most modern proposal shops know by name and don't actually run. This post reclaims it — what each team is for, why teams skip it, the rubrics, and how to run reviews async in 2025.

Sarah Smith
Team & Workflow SME collaboration · Part 3/4

SME collaboration, Part 3 of 4: the 20-minute capture call

The synchronous meeting that saves four days of draft revision when the question is genuinely complex. The agenda template, the recording-and-transcript discipline, and what gets routed to a capture call vs. an async ticket.

Sarah Smith
Engineering

The citation density target per section

Why executive summaries get two citations per paragraph and technical sections get five. The rationale for citation density as a section-level target, and what happens to drafts that fall below it.

The PursuitAgent engineering team
Category

Naming the category: proposal intelligence

Why we coined 'proposal intelligence' instead of riding the existing labels — RFP software, response management, content automation. What the phrase has to earn, and what we're explicitly not claiming with it.

Bo Bergstrom
Research

Reviews watch: what G2 and Capterra said in September

Monthly aggregation of public review activity across the major proposal-management vendors. Four competitor deltas worth noting from September 2025.

The PursuitAgent research team
RFP Mechanics

The scoring rubric on the first read of any RFP

Three minutes. Find the scoring paragraph. Note the page, the heading, and the weights. The habit that shapes the entire response — and why most teams skip it.

PursuitAgent
Craft

The executive summary that fits on two pages, always

Length is a win-theme signal to evaluators. A two-page executive summary is a commitment; a six-page executive summary is a hedge. Six compression moves I run every time.

Sarah Smith
Grounded AI

Numeric claim extraction and verification

How we parse numbers from drafts — percentages, dollar figures, head counts, dates — and check each one against a KB source before the sentence ships. The pipeline, the regex floor, the LLM ceiling, and what we still get wrong.

The PursuitAgent engineering team
Team & Workflow SME collaboration · Part 2/4

SME collaboration, Part 2 of 4: ticketed asks and response SLAs

Why 'just ping them on Slack' fails as an SME workflow, what a structured ticket form should contain, and the response SLAs that make the queue legible to engineering managers and proposal leads at the same time.

Sarah Smith
Engineering

Cost control for RAG: daily budgets, fallback models, burn alerts

How we keep RAG spend predictable per tenant. Daily budgets, model-tier fallbacks, and burn-rate alerts before the bill spikes — with the dashboard and the rules.

The PursuitAgent engineering team

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