For Family Offices · Sovereign Funds · Limited Partners
Trust, Verified.
You audit the Fund's financials.
Now audit the Fund's judgment.
Your job is manager selection — investment due diligence and operational due diligence on the people you back, not deal diligence on their portfolio. Ask your fund auditor what an LP-grade manager-DD artifact looks like in 2026. They will not say “a deck and a memo.” Gut feel is no longer a defensible fiduciary strategy, and the next ILPA-aligned LP review is going to say so out loud. askOdin is the evidence layer that makes a manager's judgment reconstructible.
The Evidence Layer for Manager Selection
askOdin is not a replacement for your human ODD provider. It is the deterministic evidence layer that runs across investment due diligence (IDD) and operational due diligence (ODD) — a decision-quality benchmark plus a reconstructible record of how a manager actually decides.
Investment Due Diligence
During manager selection, run a Clarity audit on a prospective manager's representative deals. The Clarity Score™ benchmarks their decision quality against a calibration corpus of 100,000+ scores built on public deal data — surfacing whether conviction is repeatable or whether the book is riding beta.
Track-Record Verification
Attribution is self-reported; a Clarity baseline is not. Compare a manager's decision patterns against the Judgment Graph™ to separate repeatable skill from a handful of beta-driven outcomes. This is the calibration that turns a pitched track record into a verified one.
Operational Due Diligence
A human ODD report is a point-in-time snapshot. askOdin adds a deterministic, re-runnable record: the Defensible Audit Log™ reconstructs how each decision was reached, click-to-source — an audit layer that complements your ODD provider rather than replacing the fiduciary judgment behind it.
The LP Due Diligence Blind Spot
Traditional manager due diligence audits three things: Track Record (lagging indicator), References (reputation signal), and Thesis (narrative signal).
None of these answer the critical IDD question: How does this manager actually make decisions?
Without visibility into the decision architecture, LPs are betting on a person, not a process. In the age of AI, that is no longer a fiduciary strategy — it is a liability.
// TEMPORAL SEMANTIC DRIFT
Style Drift, Measured.
Not Assumed.
A manager sells one thesis at fundraise and builds another across the next two vintages. Style drift is the slow divergence between what the strategy said and what the decisions did — and it is where mandates quietly break long before a number prints.
The NORN Protocol™ detects it. It measures temporal semantic drift — the divergence between a manager's stated thesis and their actual decisions across chronologically sequential funds — and surfaces it as a quantified signal, not a hunch in a reference call.
For an allocator, this is an unclaimed capability: a deterministic read on whether a manager is still running the strategy you underwrote, vintage over vintage.
U.S. Prov. Patent No. 64/011,252
Illustrative output. Figures are representative of the NORN drift report format.
Two Ways Allocators Operate It
Run It Yourself, or Mandate It.
Audit at Selection
During manager selection, you run a Clarity audit on a prospective manager's representative deals. The score and the audit log become part of your IDD file — a deterministic, comparable measure of decision quality you control, applied uniformly across every manager on your shortlist.
Mandate in the Side Letter
You embed a Clarity Score minimum directly in side-letter terms, so the GP reports it each quarter as a covenant of the relationship. Rigor stops being something you hope for at fundraise and becomes a continuous, contractual reporting obligation across the fund's life.
The New Manager-DD Standard
The ILPA DDQ captures what a manager says. DDQ 2.0 extends it. These four questions add a deterministic, auditable measure of how a manager actually decides — drop-in additions for your private-market risk scoring process.
CLAIM 01
Can the manager show how they decide?
Track record is a lagging indicator and references are reputation. Neither answers the IDD question that matters: how does this manager actually reach a conviction? Require the forensic record of the decision, not the post-hoc investment memo written to justify it.
CLAIM 02
Does the thesis match the book?
A manager's stated strategy is a narrative signal. Style drift — the divergence between the thesis sold at fundraise and the decisions made across vintages — is where mandates quietly break. Demand a measurement, not an assurance.
CLAIM 03
Is the track record verifiable, not just attributed?
Attribution is self-reported. Track-record verification asks whether the wins resolve from repeatable decision quality or from a handful of beta-driven outcomes. Without a calibration baseline, an allocator cannot separate skill from luck.
CLAIM 04
Is the basis for an allocation reconstructible?
When your investment committee or trustees ask why capital was committed, “we liked the team” is not a fiduciary answer. The Defensible Audit Log gives every selection a click-to-source, hash-anchored record that survives inquiry.
Three Steps to Verified Trust
Audit the Decision Process
In IDD, request a Clarity audit of the manager's representative deals — not the thesis, the decision architecture. How does a conviction form? What gets killed, and why? You are buying a process, so interrogate the process.
Benchmark and Check for Drift
Compare the manager's conviction patterns against the Judgment Graph — a calibration corpus of 100,000+ Clarity Scores built on public deal data — and run NORN to verify the strategy has not drifted across vintages. Track-record verification and style-drift detection in one pass.
Mandate the Standard
Embed a Clarity Score minimum in your side-letter terms so the GP reports it quarterly. Not as a replacement for human judgment — as an audit layer on top of it. The allocators who set this standard — informed by the Institute for Judgment — will hold managers to a rigor the rest of the market still treats as optional.
Why I Built This
I spent 25 years on both sides of the capital table — as an early engineer at SilkRoute (acq'd PCCW), building DRM infrastructure at Reciprocal (acq'd Microsoft), and as an angel investor catching paradigm shifts early: Twilio (IPO), Cloudflare (IPO), 3PAR (acq'd HP), RightNow (acq'd Oracle).
Those wins taught me what works: reading structural change before the market prices it in. But for every paradigm shift the market eventually rewards, there are dozens of managers backed on FOMO and brittle assumptions that nobody interrogates until it's too late.
askOdin codifies that discipline into infrastructure — so every allocation gets the rigor it deserves.
— YekSoon Lok, Founder & CEO
// OBJECTION HANDLING
LP & Family-Office FAQ
Is askOdin for investment due diligence (IDD) or operational due diligence (ODD)?
Both. For IDD, the Clarity Score benchmarks a manager’s decision quality against a 100,000+ calibration corpus. For ODD, the Defensible Audit Log gives a reconstructible record of how each decision was reached. It is the evidence layer beneath your diligence, not a replacement for it.
Do I run askOdin on a manager, or require the manager to run it?
Both models work. Run a Clarity audit on a prospective manager’s representative deals during selection, or embed a Clarity Score minimum in side-letter terms so the GP reports it each quarter.
How does this fit my ILPA DDQ?
It extends DDQ 2.0. The standard captures what a GP says; askOdin adds a deterministic, auditable measure of how they actually decide — four drop-in questions your committee can require.
Can askOdin detect style drift across a manager’s vintages?
Yes — the NORN Protocol (U.S. Provisional Patent 64/011,252) detects temporal semantic drift: divergence between a manager’s stated thesis and their actual decisions across chronologically sequential funds.
How is this different from a traditional operational-due-diligence provider?
A human ODD report is a point-in-time snapshot. askOdin produces a deterministic, re-runnable score and an immutable audit log — continuous, and machine-comparable across your entire manager roster.
Will this hold up with my investment committee or trustees?
That is the design goal. Every verdict is hash-anchored and click-to-source, so the basis for an allocation is reconstructible under fiduciary inquiry.
Are You Backing a Black Box,
or a System?
askOdin is the evidence layer for manager selection — the deterministic record that runs across your IDD and ODD. Verify a manager's judgment. Protect your fiduciary mandate.
Confidential. Tailored to your allocation mandate.