StellifaiMake the work repeatable. Make quality measurable.Evals your analysts write, for the AI work your firm signs.

Your team already has AI agents drafting the research. Stellifai shows which outputs you can trust, and the cheapest model that gets them right.

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The agents got good. Nobody can say how good.

AI agents can draft the memo, rebuild the model and refresh the deck overnight. But “looks right” isn’t a standard your investment committee will sign. The analysts who know what good looks like are checking it by hand, in Excel, one run at a time.

Stellification

Fixed among the stars.

The ancients set what mattered among the stars so sailors could steer by it. Stellifai does that for your team’s standard: fixed once, and every agent run is checked against it.

Write the standard

Analysts define what a good comp table or IC memo looks like, in their own words, with no engineers required.

Test every run

Every skill and scheduled workflow is scored against that bar before it reaches a reviewer.

Pick the right model

A new model ships every few weeks. Re-run the suite and move each workflow to the cheapest model that still clears the bar.

Reuse what works

One team's proven workflow becomes a versioned skill the next deal team can fork, adapt and re-test.

Piloted with three institutional research and investing teams

  • Investment research
  • Institutional investing
  • Deal diligence

Agents do the work now. Trust is the bottleneck.

AI agents work across your files, your data providers and your decks, and keep going after you close the laptop. What’s missing is proof that the output is right.

Repeatable

Build the skill once. Run it on the next asset.

Measurable

Set the bar once. Check every run, and every new model, against it.

Built for investment research.

Where one wrong number reaches the investment committee.

Investment research

Earnings reviews and coverage updates that run the same way every quarter.

Diligence & deal evaluation

Where the numbers have to tie across every team's inputs.

Portfolio monitoring

One workflow, re-run against every asset you hold.

Sailors crossed oceans by a sky that never moved. This is that sky for your work.

Bring order to the chaos.

Start with one workflow. In two weeks your team has a written bar, a test suite, and a cost per run for every model that clears it.

Book an eval sprint