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Authority Extractor

Turn a 5-minute project debrief into three pieces of thought leadership that win the next RFQ — no writer, agency, or intern needed. Built for architects, engineers, and firm principals who do the work but rarely get credit for it.

Project Authority Extractor
Industry A/E/C · Professional Services · AI
Published 2026
My Role AI Architect · Designer · Developer

5 min

Input — one project debrief to trigger the full pipeline

3

Publish-ready thought leadership assets per debrief

$0

Cost to replace a freelance writer or content agency

RFQ

The ultimate output — content engineered to win the next bid


Expertise without visibility loses every time

Architects, engineers, and firm principals are among the most credentialed professionals in any industry. They spend years on complex projects — managing risk, making consequential decisions, earning hard-won institutional knowledge. And then they lose a Request for Qualifications to a firm that simply communicated its expertise better.

The problem isn't a lack of authority. It's that the work is never converted into the language that wins trust before a proposal even lands. The firm that publishes consistent, specific, intelligent content about its past projects becomes the default choice. The firm that doesn't, competes on price.

The core diagnosis

A principal wrapping up a complex commercial retrofit at 7pm has zero bandwidth to write a LinkedIn article, a project spotlight, and an RFQ-ready case study. The barrier isn't motivation — it's time and translation. Authority Extractor was built to collapse both.

Credentialed professionals, invisible online

The A/E/C industry — Architecture, Engineering, and Construction — runs on reputation. Firms win work through relationships and demonstrated expertise. But the pathway to demonstrating that expertise has shifted: procurement committees, institutional buyers, and municipal clients now search for firms online before the first conversation ever happens.

The gap between what a firm knows and what the market believes it knows is a content gap. Authority Extractor closes it by turning existing project knowledge into structured, publish-ready authority content — without adding a single hour to the firm's week.

The Firm Principal

The Paying Customer

  • Deep expertise, zero time to document it
  • Losing RFQs to noisier, less-qualified competitors
  • Needs thought leadership without hiring a content team

The Procurement Committee

The End Decision Maker

  • Vets firms online before the shortlist is formed
  • Needs proof of relevant project experience
  • Builds trust through specific, documented case studies

The Content Gap

The Market Opportunity

  • Most A/E/C firms publish fewer than 4 pieces of content per year
  • Consistent publishers win disproportionate mindshare
  • AI can close the gap at near-zero marginal cost

One debrief. Three assets. Zero overhead.

The core design principle was ruthless simplicity on the input side. A firm principal spends five minutes walking through a completed project — scope, challenge, decision, outcome. Authority Extractor handles everything else: structuring the narrative, extracting the expertise signal, formatting for each channel, and producing publish-ready content aligned to what procurement committees actually look for.

The AI pipeline operates under a strict proprietary ruleset: technical decisions must be translated into client outcomes, every piece must establish specific domain authority, and no claims can be invented or embellished. The result is content that reads like an expert wrote it — because it was trained on exactly how experts think.

How it works

Input

🎙 Project Debrief
5 Minutes

AI Engine

Authority Extractor

Narrative Structuring · Expertise Extraction · Channel Formatting · Authority Positioning

3 Outputs

RFQ-Ready Project Case Study
LinkedIn Thought Leadership Post
Website Project Spotlight
  • RFQ-Ready Project Case Study — Structured narrative covering scope, challenge, decision-making process, and measurable outcome — formatted for inclusion in a Qualifications package
  • LinkedIn Thought Leadership Post — A professional, insight-driven post that establishes the principal's expertise and invites engagement from the right audience
  • Website Project Spotlight — A polished project page entry with the right keywords, structured to signal sector experience to both search engines and procurement teams

The strategic insight

A content agency producing this for an A/E/C firm charges $1,500–$3,000/month and delivers inconsistently. A junior marketing hire costs $55K+ annually and takes six months to learn the industry. Authority Extractor replaces both — with consistent, expert-level output — in five minutes, per project, indefinitely.

How it was built

01

Research & Positioning

Understanding how A/E/C firms win work

Mapped the RFQ and proposal process across architecture and engineering sectors — how procurement committees evaluate firms, what content signals authority, and where the content gap is largest. Defined the output formats required to move a firm from invisible to credible.

02

AI Pipeline & Prompt Engineering

Building the content extraction engine

Architected the full AI content pipeline using Claude Code as the development environment. Engineered the system prompt with strict authority-first rules: zero hallucination constraints, mandatory outcome framing, expertise signal extraction, and channel-specific formatting logic for RFQ packages, LinkedIn, and web.

03

Front-End & UX Build

Designing for principals, not marketers

Built the full interface for a non-marketer user: minimal fields, a guided debrief flow, and copy-ready output with one-click export. Designed for a principal who has never written a LinkedIn post and doesn't intend to start — they just need to answer a few structured questions and let the system handle the rest.

04

Launch & Distribution

Live at authorityextractor.com

Launched Authority Extractor as a live web app with no sign-up required to experience the core output. Built to remove every barrier between a skeptical principal and the moment they see their project turned into polished content — because the product sells itself on first use.

Tools & platforms

Every component was selected to keep the experience fast, reliable, and cost-effective at scale. The pipeline is designed so that each additional user adds near-zero marginal cost.

AI Development & Content Generation

Claude Code Anthropic Claude API

Front-End

HTML5 CSS3 JavaScript

Infrastructure & Hosting

Netlify Serverless Functions

Design

Figma Tailwind CSS

What it delivers

Authority Extractor is live at authorityextractor.com. No account required. The core value proposition is delivered on first use — a firm principal inputs a project, and in minutes, has three polished, publish-ready pieces of content they would otherwise never produce.

The broader outcome is compounding: every piece of content a firm publishes builds the authority library that makes the next RFQ easier to win. Authority Extractor makes that compounding possible without adding overhead.

Zero

Writers, agencies, or interns required

5 min

From debrief to three publish-ready assets

Projects that can be converted — with no marginal cost increase

See it live

No account required. Try Authority Extractor yourself — input a real project and see your expertise turned into publish-ready content in minutes.