Articles

When AI invoice extraction pays for itself, and how to build it: a cost-per-invoice model, a prompt with a JSON schema, OCR safeguards, arithmetic checks, review routing and labeled accuracy tests.

Build a defensible human review staffing model for AI workflows with risk bands, SLA capacity, backlog sensitivity, sampling, and clear overflow rules.

Learn when a reverse trial fits a SaaS product, how to design a safe downgrade to free, and which cohorts, events, and guardrails protect trust.

Learn to price AI agents per verified outcome using acceptance rules, reversal windows, margin math, anti-gaming controls, and clear invoice logic.

Build a PQL scoring model sales can trust with event definitions, fit, time decay, exclusions, SQL, backtests, calibrated thresholds, and review.

Learn how to qualify design partners before a B2B co-build starts. Use a practical scorecard to separate commitment from free-pilot intent early.

Measure feature adoption before analytics exists using database queries, audit logs, CRM evidence, manual cohorts, and confidence grades for sound decisions.

Learn product interview synthesis from 3-8 discovery calls: build a B2B evidence matrix, expose contradictions, label confidence, and make decisions.

Learn how deliberate practice can reshape product education through drills, repertoire, feedback loops, and assessment that tests execution.

A record £19.2m UK settlement shows what rule-blind product decisions cost. How to build PM simulations where eligibility, stake limits, suppression rules and bonus economics change the answer before anyone drafts a solution.

Practice product judgment before the interview loop with product simulators that test trade-offs, economics, stakeholder framing, and evidence.

One hypothetical operator, five AI analytics loops and one P&L: what support deflection, churn uplift, fraud queues, forecasting and personalisation return, and where the numbers stop adding up.

Most first AI projects in iGaming stall between pilot and production. Why support deflection makes a safer start than game recommendations, with illustrative arithmetic and the questions to settle before launch.

A field method for auditing AI vendor claims at SBC Summit Lisbon or any iGaming trade show: five questions, a scoring sheet, the cost of integration and a plan for three show days.

iGaming personalization is a connected stack, from identity stitching to real-time scoring and compliance guardrails. What a programme costs, what it has to earn back, where measurement misleads and how to evaluate a platform.

A creator tool can win 4,000 signups and keep Six failure modes behind that pattern, the signal that catches each early, and a 90-day plan for founders building music-tech in Europe from a Portugal base.

A $50 subscription can look like a $760 customer and be worth $600 on net revenue. Eight lifecycle stages, from choosing the unit to running several economic engines, with a worked contribution walk and the guardrails each stage needs.

Peeking turns a 5% false-positive rate into 26.1%, and AI makes variants cheap enough to peek at ten a week. How lean startups define evidence, size tests, pin down drifting treatments and set guardrails for trust and cost.

PM interviews have turned into work samples. What modern assessments predict, the four formats they reuse, an 18-point scoring sheet and five scenarios where the first metric that moved is the one that misleads.

A strategy that persuades a board can still fail under load. This blueprint ties lean experiments, AI cost controls, unit economics and designed growth loops into a plan a team can build from and revise.