COMMERCIAL PERFORMANCE
Revenue Architecture
Customer profile, deal-desk, sales-engineering ratios, MEDDPICC, deal-stage definitions. Move win rates from 29% to 68%.
Open topicMARKET INTELLIGENCE
Field notes from operators inside the deal.
Operator-grade analysis on technology middle-market M&A, turnaround, founder extraction, revenue architecture, technical debt, and post-close integration. Updated weekly.
FEATURED
Three reads at the top of the stack.
The most recent essays from the workshop. Written for operators, sponsors, and boards in the middle of a thesis test.
BRIEF · 6 min
AI Knowledge System for Product Documentation in Professional Services
How professional services firms can build AI knowledge systems around product documentation while preserving version control, permissions, and delivery quality.
BRIEF · 6 min
AI Knowledge System for Research Memo Libraries in Consulting Firms
How consulting firms can build an AI knowledge system around research memos without losing source quality, client permissions, or partner review.
BRIEF · 6 min
AI Readiness Assessment for a 50-Person Consulting Firm
A readiness framework for 50-person consulting firms deciding where AI belongs in delivery, research, proposal, and knowledge workflows.
LATEST
The latest from the workshop.
The newest twelve reads on technology middle-market operating issues.
BRIEF · 6 min
AI Knowledge System for Product Documentation in Professional Services
How professional services firms can build AI knowledge systems around product documentation while preserving version control, permissions, and delivery quality.
BRIEF · 6 min
AI Knowledge System for Research Memo Libraries in Consulting Firms
How consulting firms can build an AI knowledge system around research memos without losing source quality, client permissions, or partner review.
BRIEF · 6 min
AI Readiness Assessment for a 50-Person Consulting Firm
A readiness framework for 50-person consulting firms deciding where AI belongs in delivery, research, proposal, and knowledge workflows.
BRIEF · 6 min
AI Readiness Assessment for a 50-Person Professional Services Firm
A practical AI readiness assessment for 50-person professional services firms that need workflow ROI, clean knowledge assets, and safe adoption.
BRIEF · 6 min
AI Readiness Assessment for a 75-Person Professional Services Firm
A practical AI readiness assessment for 75-person professional services firms reviewing data quality, permissions, delivery workflows, and ROI.
BRIEF · 6 min
AI Roadmap for a 25-Person Business: The First 90 Days
A 90-day AI roadmap for 25-person businesses that need governed workflow automation without scattered tools or risky data exposure.
BRIEF · 6 min
AI Transformation Services for Regional Businesses
How regional businesses should evaluate AI transformation services for workflow ROI, governed adoption, data controls, and practical operating impact.
BRIEF · 6 min
Best First AI Use Cases for Data Analytics Consultancies
Where data analytics consultancies should start with AI, from research briefing and documentation to QA, reusable knowledge, and delivery operations.
BRIEF · 6 min
Best First AI Use Cases for Family-Owned Operating Companies
A practical AI use-case sequence for family-owned operating companies that need workflow ROI, data controls, and owner-safe adoption.
BRIEF · 6 min
How to Evaluate AI Implementation Cost Without Buying a Demo
A practical guide to evaluating AI implementation cost before a software demo, including data cleanup, integration, governance, adoption, and support.
BRIEF · 6 min
How to Evaluate an AI Knowledge Assistant Consultant Without Buying a Demo
A buyer guide for evaluating AI knowledge assistant consultants before a demo, with checks for source quality, permissions, adoption, and measurable outcomes.
BRIEF · 6 min
How to Evaluate an AI Roadmap Consultant Without Buying a Software Demo
A buyer guide for evaluating AI roadmap consultants by workflow evidence, governance, implementation sequence, and operating ROI before any demo.
TOPICS
Twelve operating topics.
Each topic groups field notes by the constraint they address — from revenue architecture and unit economics to founder extraction, technical debt, and post-close integration.
COMMERCIAL PERFORMANCE
GTM Execution
Pipeline coverage, top-down/bottom-up motion, AE/SE ratios, comp realignment, partner-channel structure.
Open topicCOMMERCIAL PERFORMANCE
Unit Economics
CAC payback, NRR, gross margin by segment, cohort analysis, paid-on-bookings vs. paid-on-cash.
Open topicCOMMERCIAL PERFORMANCE
Financial Infrastructure
ARR waterfalls, deferred-revenue rules, board-pack standardization, FP&A architecture.
Open topicOPERATIONAL EXCELLENCE
Founder Extraction
Mapping every decision the founder still owns, then engineering the systems and people that replace each one.
Open topicOPERATIONAL EXCELLENCE
Process Documentation
Sales process, customer success playbooks, technical runbooks, financial close calendars, hiring rubrics.
Open topicOPERATIONAL EXCELLENCE
Team & Hiring
Org design for scale, comp band rationalization, hiring rubrics with 92% accuracy across 40+ hires.
Open topicOPERATIONAL EXCELLENCE
Exit Readiness
Pre-LOI cleanup. Financial reporting normalization, contract hygiene, IP assignment review, customer-concentration mitigation.
Open topicTURNAROUND & RESTRUCTURING
Project Recovery
Stalled programs unblocked. We've rescued $13M and $3M Fortune 500 initiatives in under 30 days.
Open topicTURNAROUND & RESTRUCTURING
Technical Debt
Quantification in dollars, not adjectives. Then a remediation plan that runs in parallel with delivery.
Open topicTURNAROUND & RESTRUCTURING
Migration & Integration
Post-merger integrations that hold customer and staff retention. 95% / 100% achieved on complex divestitures.
Open topicTURNAROUND & RESTRUCTURING
Compliance & Security
SOC 2, CMMC, FedRAMP, security baselines for post-acquisition standardization.
Open topicAI TRANSFORMATION
AI Transformation Strategy
AI roadmap, readiness, use-case selection, implementation sequencing, and operating-model design for growing businesses.
Open topicAI TRANSFORMATION
AI Workflow Automation
Manual-work discovery, workflow redesign, automation boundaries, adoption plans, and operational measurement.
Open topicAI TRANSFORMATION
AI Agents and Copilots
Agent readiness, internal copilots, human review, escalation rules, logs, and control design.
Open topicAI TRANSFORMATION
AI Knowledge Systems
RAG, internal knowledge assistants, source readiness, access control, answer quality, and documentation operations.
Open topicAI TRANSFORMATION
AI Governance and Training
Acceptable-use policy, shadow AI, employee training, privacy boundaries, quality review, and leadership cadence.
Open topicAI TRANSFORMATION
AI Function Use Cases
Sales, marketing, support, operations, finance, HR, and IT workflows where AI can improve speed, quality, and visibility.
Open topicAI TRANSFORMATION
AI Industry Use Cases
Professional services, technology services, healthcare administration, manufacturing, construction, retail, and nonprofit AI workflows.
Open topicAI TRANSFORMATION
AI Vendor and Build-vs-Buy
Vendor selection, build-vs-buy decisions, platform fit, data access, integration cost, and switching risk.
Open topicAI TRANSFORMATION
AI Measurement and ROI
AI ROI, payback period, time savings, quality lift, revenue response, cost avoidance, and adoption metrics.
Open topicABOUT THE PUBLICATION
The masthead, the cadence, and the standard.
Market Intelligence is the workshop log. It ships when there is something to say, not on a content calendar.
- PUBLISHER
- Justin Leader, Human Renaissance
- FREQUENCY
- Weekly. Newest at the top of the latest shelf.
- FOCUS
- Technology middle-market turnaround, M&A, founder extraction, revenue architecture, technical debt, and post-close integration.