Every answer cited. Every action audited. Nothing leaves the building.

Forward-deployed AI analyst tooling for asset managers — every claim cited and verified, every action in a tamper-evident audit chain, deployable to zero egress on your own infrastructure.

Instruments marked live run the workbench's own TypeScript in your browser. Replays and illustrative fixtures say so.

Stay in command

Analyst

“Build the case on AstraZeneca.”

drawn into your context

  • your research notes
  • your data connectors
  • your house metrics
  • prior IC views

Coembark

a view built on your data and your house view

every claim cited · every action in the audit chain

You, in command

make the call — the firm’s knowledge, amplified

01 Verify

Answers that prove themselves.

Every claim is cited to its source and adversarially checked against the evidence registry — claims that fail are revised or struck, and the memo carries its support rate. Where the evidence is silent you see NOT FOUND, never a guess.

Research insightsScripted replay
Research insightsAZN — Q3 channel check
AZNLSEHeld · global value fund

AstraZeneca PLC · Health care · Pharmaceuticals

11,248p+96 · +0.86%as of 10 Jun 2026 · illustrative
100%

Channel check — transcript excerptp.1

[S1] Respiratory demand remained strong in the US and Europe. [S2] Management flagged gross margin pressure from launch costs. [S3] The oncology pipeline readout is expected in the second half. [S4] Free cash flow conversion should improve after working-capital normalisation.

Source registry S1–S4 · no other ids exist

Verification

0/5 checked
  • Summary

    Constructive demand, tempered by launch-cost margin pressure, with a second-half catalyst.

  • Thesis

    Respiratory demand remains supportive.S1

    Queued
  • Risk

    Launch costs pressure gross margin.S2

    Queued
  • Question

    Confirm the H2 oncology readout is on schedule.S3

    Queued
  • Driver

    Cash conversion — positive.S4

    Queued
  • Driver

    FY27 margin guidance +150bps.S9

    Queued

The verification stamp issues when the run completes.

scripted replay of a real verification run · quote figures illustrative · hover or click a source to trace it

The same discipline at scale — documents × prompts, every cell cited or honestly empty.

Matrix gridScripted replay

Q3 manager report.pdf

Management fee
Side letters?
Key-person clause
Liquidity terms

IMA — Global Value.docx

Management fee
Side letters?
Key-person clause
Liquidity terms

DDQ response.xlsx

Management fee
Side letters?
Key-person clause
Liquidity terms
per-cell citations, verified · silence is surfaced, never papered over

02 Comply

Evidence engines for UK conduct rules.

Financial promotions screened against named FCA COBS 4 and FINRA 2210 rules, with suggested rewrites. Board reports where unevidenced assertions land in a gaps block, never in the prose. Built against hard regulatory dates.

Promotions linterLive · production code

draft-promotion.txt

lints on every keystroke

Findings

Blocked · 3 errors

5findings

  • error: guaranteed returns Promissory language: investment returns cannot be guaranteed.

    FCA COBS 4.2.1R; FINRA 2210(d)(1)(B)

    Rewrite: Replace with capability/aim language, e.g. "aims to deliver" or "targets", and state that capital is at risk.

  • error: will outperform Predictive certainty about relative performance.

    FINRA 2210(d)(1)(F); FCA COBS 4.5A

    Rewrite: Use "seeks to outperform" or cite the historical record with the required past-performance warning.

  • warning: best fund Superlative claim that requires substantiation and sourcing.

    FINRA 2210(d)(1)(B); FCA COBS 4.2

    Rewrite: Substantiate with a named source/date (e.g. ranking provider) or remove the superlative.

  • error: Performance figures appear without the past-performance warning.

    FCA COBS 4.6.2R; SEC Rule 482

    Rewrite: Add: "Past performance is not a reliable indicator of future results."

  • warning: Investment promotion lacks a capital-at-risk statement.

    FCA COBS 4.2 (fair, clear, not misleading)

    Rewrite: Add: "Capital is at risk; the value of investments can fall as well as rise."

triage for compliance review — not approval

And the board report that survives review — unevidenced assertions land in the gaps block, never in the prose.

Board report · gaps blockLive · production code

Assertions

click an evidence link to cycle it

  • Products & servicesDistribution remains within the target market.

  • Price & valueFair value reassessed across the shelf.

  • Consumer understandingCustomers understand exit costs.

  • Consumer supportSupport journeys meet the needs of vulnerable customers.

Evidence register

[E1] Complaints MI pack Q4 p.3 mi · 22 Jan 2026 · Complaints down 12% YoY[E2] Consumer testing wave 3 survey · 9 Mar 2026 · 8 of 10 located the exit cost unaided[E3] Board minutes 14 May minutes · 14 May 2026 · Challenge recorded on fair-value outliers

Report prose

evidenced assertions only

Distribution remains within the target market.[E1] Fair value reassessed across the shelf.[E3] Customers understand exit costs.[E2] Support journeys meet the needs of vulnerable customers.[E1]

0Gaps requiring attention

None. Every assertion resolves against the register.

1evidencedvulnerable customers not delineated

Products & services

1evidencedvulnerable customers not delineated

Price & value

1evidencedvulnerable customers delineated

Consumer understanding

1evidencedvulnerable customers delineated

Consumer support

A key FCA finding from its review of first-year board reports: assertions unsupported by MI
Regulatory clockLive · system clock

EU AI Act Article 50

AI-transparency disclosure · in force 2 Aug 2026 UTC

—d —:—:—

CCI product summaries

FCA PS25/20 · all UK retail products · 8 Jun 2027

—d —:—:—

Targeted support

In force

FCA PS25/22 regime · live since 6 Apr 2026

—d —:—:—

deadlines that do not move — built to the statute date, not the headline

03 Quantify

Statistics that survive scepticism.

A mined signal must beat the best of every trial you ran — deflated Sharpe, multiple-testing haircuts, a trials ledger that counts every candidate examined. And a covenant screen that names its precedents: J.Crew, Serta. Where the document is silent, the screen says insufficient — never a false alert.

Deflated SharpeLive · production code
1

Every candidate examined counts, not just the survivors

observed Sharpe — 60 monthly periods0.569
expected max of 1 unskilled trial0.000

Deflated Sharpe ratio

DSR ≥ 0.95 survives

1.000Survives deflation
0.95

Bonferroni-adjusted p 0.0000Haircut Sharpe 0.569

The honest answer to ‘we tried 400 factors and this one worked’

The covenant screen names its precedents — and abstains where the document is silent.

LME screenLive · production code

Extracted deal terms

omitted fields stay omitted

J.Crew blocker

Subordination vote

Open-market repurchases

MFN protection

Portability

5flagged0clear1insufficient

  • alertAsset stripping via unrestricted subsidiaries (J.Crew)

    No J.Crew blocker is present and the document provides material capacity to invest in unrestricted subsidiaries. Material assets (including IP) can be transferred to an unrestricted subsidiary outside the covenant and collateral net, then used to raise structurally senior financing — the J.Crew playbook.

    Derived from: jcrew-blocker-present · unsub-investment-capacity

  • alertUptiering / priming via majority amendment (Serta)

    Payment or lien subordination can be approved by 50.1% of lenders rather than each affected lender. A majority group can therefore exchange into new super-priority debt and subordinate the remainder — the Serta uptiering pattern.

    Derived from: subordination-vote-threshold-pct · serta-protection-present

  • warnNon-pro-rata open-market repurchases

    The borrower or its affiliates may repurchase loans through non-pro-rata open-market purchases. That gives the sponsor liability-management leverage: favoured lenders can be taken out at a premium (or rolled into priority tranches) while others are left behind, instead of pro-rata treatment via Dutch auction.

    Derived from: open-market-purchases-permitted

  • alertPriming debt through weak MFN + incremental capacity

    Weak MFN protection (the MFN protection sunsets after only 6 months) combined with a large free-and-clear incremental basket (300 against a facility of 500) lets the borrower raise substantial new pari passu debt at wider pricing without repricing existing lenders — effectively priming them on economics and diluting recoveries.

    Derived from: mfn-protection-present · mfn-sunset-months · incremental-free-and-clear · facility-size

  • infoChange-of-control portability

    The facility is portable: a qualifying change of control does not trigger mandatory prepayment or put rights (conditions: Total net leverage at or below 5.0x and a qualifying acquirer). Lenders lose the usual repricing/exit moment on a sale of the business — a weakening of change-of-control protection rather than an LME vector per se.

    Derived from: portability-present · portability-conditions

Insufficient data — honest abstention

  • Guarantee stripping on disposition

    Missing: guarantee-auto-release-on-disposition

Undecidable rules return insufficient — never a false alert

Free & clear $300m against a $500m facility

Substrate — the bespoke suite we built forward-deployed for a global value fund, shown with illustrative figures

ScreenerIllustrative
CAPE
Financials
Industrials
Cons. Disc.
Health
Staples
UK
12
17
21
28
19
Japan
15
14
11
24
16
Switzerland
22
19
26
31
20
Netherlands
13
18
·
27
17
France
16
23
20
29
22
Base rateIllustrative

ABN AMRO · ROE vs European financials

72nd percentile

0%ROE30%+

72%

Above median

41%

Above 75th

14%

Above 90th

Portfolio visualiserIllustrative

13.8

Wtd P/E

16.2

Wtd CAPE

3.4%

Div yield

14.1%

Wtd ROE

Sector exposure · active vs benchmark

  • Financials26%+4
  • Industrials19%+2
  • Cons. Disc.16%-3
  • Health care13%-1
  • Staples11%+1
Portfolio constructionIllustrative
PositionCurrentNewΔ
VOD Vodafone1.95%1.00%-0.95
ADEN Adecco2.11%3.00%+0.89
AIBG AIB Group2.33%2.00%-0.33
ABF Assoc. British Foods1.99%2.60%+0.61

Top 10%

34.1 35.8

Wtd P/E

13.8 13.4

HHI

241 247

Pro-rated to 100% · trade list exports to CSV
CorrelationIllustrative
VOD1.000.180.340.220.27
ABN0.181.000.410.630.15
ADEN0.340.411.000.380.29
AIBG0.220.630.381.000.19
ABF0.270.150.290.191.00

0.31

Mean ρ

0.62

Diversification

32

Independent bets

5Y daily · 54 names

Global Value Fund

03 Jun 2026

54

Holdings

34.1%

Top 10

13.8

Wtd P/E

3.4%

Div yield

By sector

  • Financials26%
  • Industrials19%
  • Cons. Disc.16%
Tear sheet· exports to PDFIllustrative

04 Deploy

workbench smoke — field-cliScripted replay
exit code 0 · zero-egress verified at boot, not asserted

Sovereign by construction.

The full stack runs on your infrastructure, with local models if you choose. Zero egress is verified at boot — denied connections land in the audit chain — not asserted in a policy memo. Exit: stop the sidecar, keep the files.

  • Can your Claude call us? Yes. Can you leave? Yes.
  • Exit = stop the sidecar, keep the files. No proprietary cloud, no data to return — it never left.

05 Engage — who this is for

Professional trustee firms

Dozens of quarterly manager reports per scheme, hundreds of schemes. The evidence pack you show TPR is generated, not assembled after the fact.

Investment consultants & OCIOs

Systematic, cited manager review on your own infrastructure — deployed with local models, confidential manager data never transits a third-party model API.

Boutique managers

An integrated, audit-gated, local-first workbench for the mid-market the giants structurally cannot serve.

Bring us a process worth getting right.

Talk to the finance team