Method

Your firm has an investment philosophy. It is never fully written down.

Your firm has an investment philosophy. It is never fully written down.

It lives in the decisions you make, in investment committee debates, and in what each PM knows without having to articulate it. An AI tool that does not understand that context will remain generic. This is how we make it explicit.

MAKING YOUR CRITERIA EXPLICIT

We start from your decisions

We start from your decisions

Ask a PM what matters in their analysis and you will get a valid, high-level answer, usually close to what the firm already states in its investment philosophy. The more useful criteria emerge when you reconstruct a specific decision. Calibration therefore starts from two sources.

01

Decision history

Your investment decisions over several years, analysed together. They reveal recurring patterns: what tends to precede an investment, what triggers an exit, and which issues repeatedly surface in committee. The patterns are visible. The reasoning behind them often is not.

02

Three to four decisions reconstructed in depth

Recent decisions are revisited with the people who made them. This reveals what the historical record cannot: what was enough to act, what was deliberately discounted, and what could have changed the decision.

A hypothetical case

Two investment firms. The same results.

Two investment firms. The same results.

An industrial equipment company reports its half-year results.

Firm A

Asset-value investor. Sixty positions. Three-year horizon. Buys valuation dislocations and exits as the gap closes.

WHAT EACH FIRM SEES

Firm B

Quality compounder. Eighteen positions. Five-year horizon. Buys durable pricing power and exits when the thesis breaks.

★★★

The market is pricing in a cyclical problem. That is exactly the entry point Firm A looks for.

★★★

The market is pricing in a cyclical problem. That is exactly the entry point Firm A looks for.

Temporary inventory overhang

Temporary inventory overhang

★★

For Firm B, this is quarterly noise on a five-year horizon.

★★

For Firm B, this is quarterly noise on a five-year horizon.

★★

For Firm A, this is supportive for margins but does little to change asset value.

★★

For Firm A, this is supportive for margins but does little to change asset value.

Greater contract selectivity

Greater contract selectivity

★★★

For Firm B, the company is giving up volume to protect pricing. That is the thesis being tested directly.

★★★

For Firm B, the company is giving up volume to protect pricing. That is the thesis being tested directly.

★★★

For Firm A, this could be the catalyst that closes the valuation gap.

★★★

For Firm A, this could be the catalyst that closes the valuation gap.

Orders rebound for two consecutive quarters

Orders rebound for two consecutive quarters

★★

For Firm B, a cyclical rebound is not what the investment case is built on.

★★

For Firm B, a cyclical rebound is not what the investment case is built on.

★★

For Firm A, the rerating will come from the numbers, not from a change in management.

★★

For Firm A, the rerating will come from the numbers, not from a change in management.

New CFO

New CFO

★★★

For Firm B, capital allocation depends materially on who is making the decisions.

★★★

For Firm B, capital allocation depends materially on who is making the decisions.

Same results, same source material. What rises to the top is different because each firm has its own hierarchy of what matters.

Your firm has one too. It is simply rarely made explicit.

WHAT THIS BECOMES

The framework becomes executable

The framework becomes executable

The calibration produces a framework that belongs to you. It sets out what matters to your firm, how much it matters, and under what conditions. It contains no company-specific facts: instead, it defines what would be material if it appeared in a company or reporting period. That is what makes it reusable across names and over time.

The tools use that framework directly. Each new publication is read through it, and every conclusion links back to the underlying passage, document and page.

The framework prioritizes attention without making the investment decision for you. It does not hide what it considers secondary either: that information still appears in the output, simply with the appropriate weight.

GET IN TOUCH

Lets discuss what is worth building for your team.

A 30-minute first conversation about how your team follows its companies, what genuinely deserves attention, and where judgement enters the process. You leave with a practitioner’s view on what is worth automating – and what is not.

GET IN TOUCH

Lets discuss what is worth building for your team.

A 30-minute first conversation about how your team follows its companies, what genuinely deserves attention, and where judgement enters the process. You leave with a practitioner’s view on what is worth automating – and what is not.

GET IN TOUCH

Lets discuss what is worth building for your team.

A 30-minute first conversation about how your team follows its companies, what genuinely deserves attention, and where judgement enters the process. You leave with a practitioner’s view on what is worth automating – and what is not.

EVIDENCE DESK – AI TOOLS FOR EQUITY RESEARCH

Paris, France

EVIDENCE DESK

© Evidence Desk, 2026. All rights reserved.

EVIDENCE DESK – AI TOOLS FOR EQUITY RESEARCH

Paris, France

EVIDENCE DESK

© Evidence Desk, 2026. All rights reserved.

EVIDENCE DESK – AI TOOLS FOR EQUITY RESEARCH

Paris, France

EVIDENCE DESK

© Evidence Desk, 2026. All rights reserved.