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 Agents for Small Business: Where They Work and Where They Fail
Where AI agents work for small businesses, where they fail, and how to set permissions, logs, approvals, and human review before deployment.
BRIEF · 6 min
How Much Does AI Consulting Cost for a Small Business?
AI consulting cost ranges for small businesses, including audits, roadmaps, implementation sprints, governance work, and ongoing AI operating support.
BRIEF · 6 min
AI Consulting for Small Business: What to Automate First
A practical guide to choosing the first AI workflow for a small business, with scoring criteria, risk boundaries, and examples across sales, support, operations, and finance.
LATEST
The latest from the workshop.
The newest twelve reads on technology middle-market operating issues.
BRIEF · 6 min
AI Agents for Small Business: Where They Work and Where They Fail
Where AI agents work for small businesses, where they fail, and how to set permissions, logs, approvals, and human review before deployment.
BRIEF · 6 min
How Much Does AI Consulting Cost for a Small Business?
AI consulting cost ranges for small businesses, including audits, roadmaps, implementation sprints, governance work, and ongoing AI operating support.
BRIEF · 6 min
AI Consulting for Small Business: What to Automate First
A practical guide to choosing the first AI workflow for a small business, with scoring criteria, risk boundaries, and examples across sales, support, operations, and finance.
BRIEF · 6 min
AI for CRM Cleanup: Fixing the Data Before Automating Sales
How to use AI for CRM cleanup before sales automation, including duplicate detection, account enrichment, stale stages, next-step hygiene, and forecast trust.
BRIEF · 6 min
AI for Customer Service: What to Automate Before Buying a Chatbot
Customer service AI use cases to automate before buying a chatbot: ticket triage, knowledge retrieval, draft responses, QA, escalations, and trend analysis.
BRIEF · 6 min
AI Pilot vs. AI Production Workflow: What Changes?
The difference between an AI pilot and a production workflow: ownership, data controls, evaluation, training, exception handling, and ongoing measurement.
BRIEF · 6 min
What Makes an AI Project Worth Doing? A Use-Case Scoring Model
A use-case scoring model for AI projects, balancing business value, feasibility, risk, data readiness, adoption effort, and measurement clarity.
BRIEF · 6 min
AI Readiness Assessment for SMBs: The 8 Dimensions That Matter
The eight dimensions of AI readiness for SMBs: workflow value, data access, risk, systems, adoption, ownership, review, and measurement.
BRIEF · 6 min
AI Roadmap Template for a 50-Person Business
A practical AI roadmap template for a 50-person business, including discovery, use-case scoring, governance, pilot selection, implementation, and review cadence.
BRIEF · 6 min
AI for Sales Follow-Up: Faster Response Without Spam
How to use AI for sales follow-up without spam: account research, call summaries, next-step drafts, CRM hygiene, approval rules, and response-time measurement.
BRIEF · 6 min
AI Ticket Triage for Support Teams: Design, Risk, and ROI
How to design AI ticket triage for support teams, including routing, summaries, priority labels, knowledge links, review rules, risk boundaries, and ROI.
BRIEF · 6 min
AI Transformation Services for Growing Businesses: A Practical Guide
What AI transformation services should include for growing businesses: readiness, workflow redesign, governance, implementation, training, and measurement.
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 Function Use Cases
Sales, marketing, support, operations, finance, HR, and IT workflows where AI can improve speed, quality, and visibility.
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.