Know what to build. Prove it was built well.
This product researches its own market, ranks what to build next, and has a suite of AI reviewers go over every run. Everything below came out of those runs, including the parts that do not flatter it.
reviewers, from market research to security to marketing copy
findings filed, each with how it was known
pull requests opened from queued roadmap and backlog items
products reviewed end to end
What to buildA ranked list of what to build next.
The fastest way to waste speed is to point it at the wrong thing. Findings are measurements; a roadmap is the judgment laid over them: the few things worth doing next, each carrying the outcome it buys and the reason it beat everything else in the queue. That judgment is the part that does not get cheaper, so it is the part worth showing. The items below are real, pulled from the latest roadmap review as it stands today.
These are not a wish list. Mark an item to be built and an agent claims it where the repository actually lives, checks it still describes something real, and opens a pull request. The item, the review that produced it, and the change that answered it stay on one board.
What changedIt tells you what changed, and what only looks like it did.
Move quickly and the numbers move constantly, and most of that movement is not the product. Run the same reviewers over the same code twice and the raw counts shift, sometimes by a lot. So every review records which product it measured and which version of the reviewers did the measuring, and fingerprints the source. When the numbers move but the product did not, What Matters says so plainly, instead of reporting a change that never happened. A ranking is worth no more than the measurements under it.
01The product measured. A fingerprint of the source alone, so a commit that only touched config never reads as a regression.
02The reviewers that measured it. Two suites only compare if the reviewers were the same version both times. Uncommitted edits flag as a version that exists nowhere else.
03How each finding was known. Seen in the running app, measured on the page, or only inferred from source. Never dressed up as more than it was.
Every dimensionEvery dimension, in one language.
A fast build rarely decides to be sloppy. It skips the dimension nobody had time to check. So every reviewer runs every time, each looking at the product from a different angle and filing its findings the same way, with the same meaning for how serious a thing is. A security flaw and a broken journey end up on one page, ranked against each other, instead of in a pile of unrelated reports nobody reads.
Not only for engineersDesign, docs and product marketing, on the same run.
Speed is usually paid for out of someone else’s budget. The design system drifts, the docs describe a version that shipped two quarters ago, and the launch copy gets written the night before. These are the teams a fast build skips, so here they go on the same run as the code, in the same language. For two of them it does not stop at reviewing. It writes the first draft.
How it worksReviewers produce. What Matters reconciles. You decide what gets built.
None of it is an event you schedule. It runs with the work, every time, which is the only reason the standard survives contact with a timeline.
STEP 01
The reviewers run
The reviewers inspect the product, each in its own way, and each files a report plus a small machine-readable summary in the one shared format.
STEP 02
What Matters takes them in
It stores what each reviewer declared, records the product and reviewer versions, and renders every review the same way, so any two can sit side by side.
STEP 03
You see the state, and the trend
One page for where the product sits today, and an honest comparison over time that separates a real change from a shift in the measurement.
STEP 04
You send work back out
Mark a roadmap item, a backlog item or an open defect to be built. An agent working where the repository actually lives claims it, checks it still describes something real, and opens a pull request. Each step is reported back onto the same board.
Held to its own standardEvery finding is a measurement, and confidence is shown wherever the signal is thin.
The suite has yet to return a clean run of itself, and its own open defects sit in the same queue at the same severities as every product’s. A reviewer that graded itself perfect would be the one to distrust.
10 products reviewed so far, each surfacing gaps in the reviewers the last one did not. That is why they are pointed at more than one.
Run it yourself
Point it at your own product.
Access is by invitation while this is early: say what you are working on, and it goes on a list I read myself. The page below walks through what happens after that, from signing in to the first review landing.
Why this is here
Building got cheap. Judgment didn’t.
What Matters tells a team building fast what to build next and whether it was built well: market research and a ranked roadmap before the work, and review across every dimension after it.
Decide what matters, build it, get something real back you can judge. The research and the roadmap say what is worth the effort; the reviewers say whether the effort landed. Neither half is worth much without the other, and the rigour does not come off either way to make the date.
Everything on this page is real output. Access is by invitation while it is early, and a person reads every request. The people using it now are running the same loop on their own repositories.
29
reviewers, from market research to security to marketing copy
15,988
findings filed, each with how it was known
159
pull requests opened from queued roadmap and backlog items
10
products reviewed end to end
12 ranked items2 now7 next3 laterreviewed Oct 22, 2026
Now
Harden credential & access-management surfaces
No single password can silently grant someone full control of your data with no record of who did it, and turning off auth by mistake in production stops being possible.
Why it earned its placeA single break-glass credential still resolves to full administrator through the recovery gate, audited with a null actor (SEC-035, critical, unchanged). One environment variable…
Now
Harden the finding-ranking pipeline's own integrity
The ranked list of findings you're shown reflects what's actually there — nothing silently downgraded, nothing dropped, nothing miscounted.
Why it earned its placeThree independent criticals persist unchanged: a markdown-table parsing bug silently downgrades severities to info (RDR-017), a stray mid-table line drops every subsequent row…
Next
Bring-your-own-reviewer ingest
An outside reviewer can eventually attach their own review to a project without needing a membership grant.
Why it earned its placeDemand and revenue both carry low confidence this pass — this run's market research did not re-derive the specific segment and price anchor that supported this item last pass, so…
Next
Fix the Defects panel's accessibility & mobile floor
Text in the review surfaces is readable and controls are big enough to tap, on a phone or with a screen reader.
Why it earned its placeHigh-confidence, high-impact fix, but it landed just outside this quarter's five-item cap behind two decision items and two active security/pipeline defects.
Two suites on budget-tracker, the same day
Suite A
commit 2d91a1f
same commit
Suite B
commit 2d91a1f
same commit
◆Previous suite ran on the same commit, so differences between them are measurement, not change.
-13%to+160%
How far a single reviewer’s finding count moved across these two suites, over the same commit: 9 reviewers ran in both. When the inputs hold still and a number still moves, that number, on its own, is not news.
01The product measured. A fingerprint of the source alone, so a commit that only touched config never reads as a regression.
02The reviewers that measured it. Two suites only compare if the reviewers were the same version both times. Uncommitted edits flag as a version that exists nowhere else.
03How each finding was known. Seen in the running app, measured on the page, or only inferred from source. Never dressed up as more than it was.
reviewing agent-hub20 of 25 dimensions run216 findings raised24 pieces writtenlast pass Oct 22, 2026
Strategy
- Market researchSep 78
- Market size and pricingnot yet run
- OpportunitiesSep 715
- RoadmapOct 2215
- BacklogSep 715
- Public roadmapSep 70
Experience
- User journeysSep 1311
- Journey walk-throughSep 1323
- Visual designSep 139
- Emotional designnot yet run
- Design systemSep 1314
- Design directionnot yet run
Engineering
- Code qualitySep 1318
- SecuritySep 1313
- PerformanceSep 133
- Test qualitySep 719
- ReadabilitySep 724
- Business rulesSep 1316
- Real-data readinessSep 137
- AI output qualitynot yet run
- AI guardrailsnot yet run
Content
- DocumentationSep 78 written
- Marketing copySep 77 written
- MessagingSep 76
- Go-to-market planSep 79 written
Design
ReviewedDrift from the design system, and what the page actually looks like once it is running, filed at the same severities as a security finding.
Design system · Visual design
- Every signed-in page shares one browser tab titleWarning
- Insights Refresh and disabled Ask do not read as buttonsWarning
- Payoff-month chips on the debt page are too small to readWarning
Documentation
DraftedNot a review of docs nobody wrote. It writes them from the product as it actually is, then audits its own draft.
Docs author
- Getting started with Back in BlackGetting-started
- Signing in and recovering accessFeature-doc
- OverviewFeature-doc
Product marketing
DraftedPositioning, launch copy and messaging drawn from the same review the engineers get, so what is claimed and what shipped are the same thing.
Product marketer
- Meta contentCopy
- Changelog draftLaunch
- PositioningStrategy