← ALL INSIGHTS
CASE STUDY — IIRS · INVESTING / FUND OPERATIONS · INVESTMENT COMMITTEE DECISION SUPPORT

IIRS: One Meeting Saved Per Reading, and the Same Verdict Next Month.

IIRS reads a company past the order its pitch tells it in, which is the work everyone assumes is hardest. It is hard, and it was never the constraint: a deep reading done differently from the last one buys one better meeting and teaches a fund nothing. The constraint is repeatability, and that is what IIRS holds fixed, so the second reading of a company is measured against the same bar as the first.

ONE MEETING
SAVED BY EVERY RELIABLE READING. APPLIED TO EVERY COMPANY, IT CHANGES THE FUND'S YEAR
THREE OUTPUTS PER COMPANY — SCORE · VERDICT · REPORT
THE SAME ANSWER TWICE — ASK AGAIN NEXT MONTH, SAME REASONS
ONE BAR PER COMPANY SIZE — A TEAM OF FOUR AND A TEAM OF TWO HUNDRED ARE NEVER MEASURED AGAINST THE SAME ONE
GAPS STAY VISIBLE — WHERE THE EVIDENCE RUNS THIN IT ASKS, IT DOES NOT GUESS
01 — THE PROBLEM

Four ways a fund can fix a bad read, and none of them stick

A pitch is a story told in the founder's order. Reading past it is real work, and a good partner does it. What a fund can do about it at scale is where the options run out. Put more partner hours on each company and the readings get deeper and still disagree. Write a shared checklist and it bends to whoever holds it, and to the week they hold it in. Send the work outside and you get one more opinion, in a format only the vendor uses. Hire more partners and each arrives with a bar of their own. Every option buys a better answer on one company. None makes it comparable to last quarter's. By the time anyone re-read a company, the bar had moved, and nobody had written down where it used to be.
02 — WHAT IT PRODUCES

A score, a verdict from a fixed vocabulary, and a report for the room

IIRS produces three things about a company. A score on one scale. A verdict said plainly, from a fixed vocabulary: consistent, one caveat, fragile, earned, unproven, understated. A report written to be read aloud and survive the questions that follow. Underneath, signals move in different shapes and at their own pace, so the system models five behaviours rather than reading each alone: cyclical, uneven, stepwise, levelling, compounding. It takes the pitch apart and puts it back in the order the evidence suggests. Sometimes the story survives. Sometimes something better is underneath it. Scoring is evidence-linked: every element carries the material that produced it. The bar is chosen by what a company should look like by now, so a team of four and a team of two hundred are never measured against the same one. Ask it again next month and it returns the same answer, for the same reasons.
03 — WHEN THE EVIDENCE RUNS THIN

Most systems fill the gap with an assumption. This one stops.

Refusal is the hardest behaviour to hold. The easy path is to reason from the categories around a missing disclosure and set the result on the page with the same confidence as a filed figure, with nothing in the report to distinguish the two. IIRS cannot take that path. The reason is structural rather than a matter of instruction. Because every element of a score is linked to the evidence that produced it, one with nothing behind it has nowhere to attach, and surfaces as a gap instead of a value. Where the gap matters, IIRS stops and puts a small set of precise questions to the founder. The same retained store does two other jobs. Each reading is kept with its reasons, so a new company is read beside the earlier ones it resembles. Every verdict also names a couple of things that should be true next, on a stated horizon. IIRS looks again when it arrives and marks each one held or not held.
A gap that cannot be closed stays visible. It is never quietly filled in.
04 — WHAT IT CHANGES

One meeting, then a quarter, then the bar itself

The effects land on three clocks. This week: a decision that walks into IC with reasons that were not written to please anyone, and a founder who knows where they stand before the first meeting. This quarter: a single reliable reading saves one meeting, and one evaluation is read by many instead of the same story retold twelve times. Across a fund: every company measured the same way, so portfolio decisions can be compared, revisited and learned from. What we will not give you is a number. IIRS publishes no accuracy or outcome figures, and we are not inventing any here. Access is by request. The third order is a direction, not a result: it has not run long enough to show. What we do stand behind now: a no comes with reasons, in language a founder can act on. Nobody leaves with silence.

Reading more companies
than you can read consistently?

Talk to the teamAgentic AI service →
FAQ

Questions about this product

There are no accuracy figures anywhere on this page. What am I supposed to evaluate it on? On method, and on the one thing you can check yourself. Run a company through IIRS. Run it again next month. Compare the verdict and the reasons. We would rather you test that than take a headline accuracy number from us. When there are outcome figures worth publishing, they will be on this page.
How is this different from a good analyst with a strong checklist? A checklist gives a different answer depending on who holds it and when. IIRS reads a company the way your best partner would, then keeps going past the point where a partner runs out of time. The bar it applies is set by what a company should look like by now, sized to the team in front of it. And the hundredth reading comes out the way the first one did. No person can do that.
What does it do when the information simply is not there? It says so, and then it asks. Most systems fill a gap with an assumption so the picture looks complete. IIRS stops, names what it cannot yet see, and puts a small set of precise questions to the founder. A gap that gets closed becomes evidence. A gap that stays open stays in the report, so an investor knows which parts of the picture were shown and which were only said.
Why would a founder agree to be read by a system a fund is using? Because the alternative is answering the same vague questions in twelve meetings and hearing back from almost none of them. A founder answers a handful of precise questions once. One evaluation is read by many. A no arrives with reasons they can act on. And when the reading finds something the deck undersold, that goes in the report too.