Insights

The judgements we keep having to re-make, written down once

No industry announcements here. Each piece answers one decision: where to cut first, who should own a field, which AI scene can be switched off without breaking the workflow. Once those are settled, product comparison is the easy part.

Ten years of experience, the public part of itPatterns across 500+ institutionsUpdated when engagements are reviewed, not on a marketing calendar

Five standing topics

Selection, post-investment, supervisory filings, AI adoption and data governance are the five subjects that appear in almost every assessment meeting — which is why they are written up in most depth.

If your blocker sits elsewhere, come with the question: a 45-minute assessment will get you further than ten articles.

Browse by topic

Platform selectionPost-investmentState capitalGuidance fundsRisk controlAI & agentsData governanceComplianceDistressed assetsValuation & reporting

Everything we have published

Newest first. Each piece comes from a live engagement and carries a usable judgement, not industry noise.

10

System Selection: Definitions Before Features

Feature lists converge; field ownership, reporting exits and metric formulas do not. Four decisions, a meeting checklist, three cases to avoid.

Platform selection10 min read20 Oct 2026

09

Post-Investment Metrics That Compute Themselves

A post-investment metric survives only when numerator and denominator come from objects already in the system. How to sort them, and what to do with the rest.

Post-investment9 min read6 Oct 2026

08

Three-Tier Definitions: the Order That Works

Provincial SOE supervision platforms stall on build order: entity ledger, holdings, metric definitions, reporting mapping, dashboards last.

State capital10 min read22 Sept 2026

07

Reinvestment Ratios: Definitions Before Software

Reinvestment disputes turn on four unsettled definitions, not calculation: what counts, which base, at what date, how regions convert.

Guidance funds10 min read8 Sept 2026

06

Portfolio Risk Alerts: Count Is Not Coverage

Coverage depends on source reachability, decidable triggers and assigned actions — not on how many indicators you configure. A design test and checklist.

Risk control9 min read25 Aug 2026

05

AI Agents in Investment: Where Verifiable Ends

An AI agent belongs in an investment process only when the task has a checkable answer and a human fallback. Two tests, four scenes, three refusals.

AI & agents10 min read11 Aug 2026

04

Statement Recognition: the Hard Part Is Mapping

Demos measure character accuracy; delivery cost sits in account mapping and exceptions. Three accuracy layers and when OCR is not worth building.

AI & agents9 min read21 Jul 2026

03

Valuation and Carry: Where Definitions Diverge

Valuation and carry disputes rarely come from arithmetic. They come from what the agreement leaves unsaid: dates, sources, accrual, catch-up, currency.

Valuation & reporting10 min read30 Jun 2026

02

Distressed Assets: Ledger, Evidence, Recovery

Disposal cycles stall on ledger completeness, not collection effort. The minimum field set, a recovery ranking method, the auditor's trail.

Distressed assets9 min read19 May 2026

01

The Data Dictionary That Survives Year Two

Data dictionaries fail for lack of process, not documentation. Seven attributes a field definition needs, and a change flow worth using.

Data governance10 min read28 Apr 2026