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BD Search and Evaluation Diligence Workbench

Biopharma due diligence, from scouting sweep to signed recommendation, with agents reading the data room

A first pass on a seller’s data room in hours, with cited memos for every function and a signed recommendation.

See one case, screen by screen ↓
demo41minfor the agents' first pass on a 186-file data room — six memos drafted, three red flags, seller questions ready
demo412filesin the seller's data room classified by function and version, with 14 superseded drafts set aside
target6.6hfor a first-pass diligence, median
target14red flagsraised before committee in 30 days, each carried into conditions or price
The problem

Why a first pass on a data room eats the days before the bid

The seller opens the data room and the bid clock starts. Four hundred files land across corporate, clinical, nonclinical, CMC, regulatory, IP and contracts folders — final reports next to draft versions, an investor deck next to the study report it summarises. Every function lead has to find their documents, pull the facts and write a memo before anyone can say what the asset is worth.

Most of that time is reading, not judgement. And the risks that move the price hide in the gaps between documents: a response rate that counts unconfirmed responses, a safety table on an older data cut, a change-of-control clause on page 31 of a licence nobody in clinical will open. Found late, they become a surprise at committee — or after signing.

demo≈ 2.5daysfor a first-pass diligence by hand
typical≈ 50%of relevant assets found by general research tools — a purpose-built scouting agent finds about 80 %
Where a first pass's hours goestimated
By hand60 days
With the solution6.7 days
  • Sorting the data room by function and version8 → 0.2 d
  • Pulling the facts for each function20 → 1 d
  • Checking the deck against the study reports6 → 0.5 d
  • Writing function memos and seller questions18 → 3 d
  • Red-flag register and recommendation8 → 2 d

Estimated split for a first pass on one data room, in hours, by hand and with the solution.

How it works

How a deal moves

Seven specialist agents scout, read the data room, review each function and catch contradictions; function leads sign and the deal committee decides.

What comes in
Data room inSeller’s data room · hundreds of files, any format
Agents at work
Data Room Readerclassify + extract
Then
Clinical & Safety Analyst
CMC & IP Reviewer
Regulatory & Landscape Analyst
Then
Contradiction Checkersame fact, every source
Then
Recommendation Assemblerscore + conditions
A person decides
Deal committeememos signed, then decides
What comes out
Function memos, cited
Red-flag register
Signed recommendation
One case, step by step

One deal, from data room to committee

Tessivo Pharma's bispecific ADC, TSV-208, is in diligence: 412 files in the data room, a binding bid due Oct 24. Here is the deal, screen by screen, in the working solution.

  1. 01Morning

    Every asset we watch, on one radar

    Priya Raman · Head of Search & Evaluation

    Priya opens the deal radar: 18,240 assets watched, 12 on the radar, one in diligence, one at committee. TSV-208 sits in the diligence ring — fit 92 of 100, 5 of 8 red flags open, 2 of 6 function memos signed. The deal clocks run down the side: the QLR-310 committee on Oct 15, the TSV-208 binding bid on Oct 24.

    Needs you: “Change-of-control consent in the linker licence — Decide: condition to signing or walk away.”

  2. 02Data room open

    412 files, sorted by function and version

    Data Room Reader

    Before anyone reads a page, the Data Room Reader has classified all 412 files across the eight folders — corporate, clinical, nonclinical, CMC, regulatory, IP, commercial, contracts — by function, document type and version. Each file the memos cite is marked, so a reviewer can go from a memo to the exact report, deck or licence it rests on.

    “14 superseded drafts set aside so draft values never reach a memo.”

  3. 03War room

    A cited memo for each function, the source open beside it

    Dr. Maya Chen · Clinical efficacy

    Six tiles across the top — clinical efficacy, safety & toxicology, CMC, IP & contracts, regulatory, commercial — each with its score, its reviewer and its flags. The clinical memo is signed: a confirmed response rate of 38.1% (16/42) at 2.4 mg/kg. The investor deck says 45% because it counts unconfirmed responses, and the valuation uses the confirmed figure.

    Click a citation and the interim study report opens at section 11.4, the sentence highlighted.

  4. 04In review

    The lung signal, across two data cuts

    Dr. Rafael Moreno · Safety & toxicology

    Interstitial lung disease is the main safety question. The June interim study report counts 4 cases in 58 patients (6.9%), one Grade 3; the Investigator's Brochure and the deck still say 3 cases (5.2%) because they use the February cut. The 13-week monkey study gives a NOAEL of 6 mg/kg/week, about 2.5 times clinical exposure, with reversible corneal changes only at 10 mg/kg and above.

    Covenant RF-08: no independent ILD adjudication yet — only planned for Part C.

  5. 05In review

    The clause on page 31

    Sam Patel · IP & contracts

    Composition of matter runs to 2041 before any extension. But the linker platform is licensed in from Corvane Labs, and a change of control of Tessivo needs the licensor's prior written consent — or the licensor may terminate on 90 days' notice. The royalty stack is 6.5%, inside the 10% limit; freedom to operate was searched for the US only.

    Deal-breaker RF-05: “Change of control needs the linker licensor's consent; without it the licence can be terminated.”

  6. 06Questions out

    Seller questions drafted by agents, sent by people

    Function leads

    Each memo drafts its questions for the seller; the function lead approves them and they go through the data room's Q&A channel only. Q-14 is already answered: the deck counted 18 responses in 40 patients on 30 May, including unconfirmed ones — one was confirmed after the June cut, one was not. Two more are with the seller, two wait for approval.

  7. 07The register

    Every red flag, with an owner and a mitigation

    Priya Raman · Head of Search & Evaluation

    One deal-breaker, four price-adjusting flags carried into the valuation, three covenants. Each has its sources, its owner and what happens to it: launch moved to Q3 2030 for the dose-optimisation the agency asked for, peak share cut from 18% to 14% for three competing ADCs in Phase 3, a root-cause report for the out-of-specification lot TSV-L005 before signing.

  8. 08Scored

    3.3 of 5 — proceed with conditions

    Recommendation Assembler

    The scorecard weights each function's score with the agreed weights. After diligence, PTRS moves from 22% to 19%, rNPV from $1.42B to $1.18B and first launch from Q4 2029 to Q3 2030; bid guidance is $620–680M upfront, down from $720M. Four conditions are drafted, and the signature is blocked while the deal-breaker is open.

    “1 deal-breaker needs a decision before you can sign.”

  9. 09Decided · signed

    A condition to signing, then her signature

    Priya Raman · Head of Search & Evaluation

    Priya makes RF-05 a condition to signing: licensor consent to change of control before signing. The signature opens. She signs with her password and the meaning of the signature — “I have reviewed this and approve it” — and Omar Haddad, the BD deal lead, is asked to countersign.

    “Your electronic signature is recorded with your name, the date and time and its meaning, and cannot be edited afterwards.”

  10. 10Oct 22 agenda

    On the committee's agenda, two signatures in place

    Omar Haddad · BD deal lead

    Omar countersigns and the recommendation goes to the investment committee: TSV-208 is on the Oct 22 special meeting, after QLR-310 on Oct 15, with two of its three signatures in place — the third is the committee chair's, Dr. Henrik Vale. The committee sees the score and the conditions, and every past decision on record with its reason.

Who it’s for

Built for everyone who signs off on a deal.

The same deal, seen by five of the people who carry it — what their diligence looked like, and what it looks like now.

PR
Priya RamanHead of Search & Evaluation
Search & Evaluation
Before
Hears about the risk that moves the price when the function memos finally come in, days before the bid.
Now
Sees each deal's open red flags and what needs her decision on the radar each morning, decides the deal-breakers, and signs a scored recommendation.
OH
Omar HaddadBD deal lead
BD deal lead
Before
Builds the bid on a deck's numbers, then rebuilds it when diligence disagrees.
Now
Gets the red flags already carried into PTRS, rNPV and bid guidance, and countersigns before the committee.
MC
Dr. Maya ChenClinical efficacy lead
Clinical efficacy reviewer
Before
Reads the deck, the study report and the protocol side by side to see which response rate is real.
Now
Starts from a memo that already uses the confirmed rate and shows where the deck differs, every sentence cited.
RM
Dr. Rafael MorenoSafety & toxicology lead
Safety & toxicology reviewer
Before
Finds out a safety table is on an older data cut only after the numbers are in the memo.
Now
Sees the ILD rate on each data cut, with the toxicology margins beside it, before he signs.
SP
Sam PatelIP & contracts lead
IP & contracts reviewer
Before
Reads every licence end to end for the one clause that matters.
Now
Gets every change-of-control clause flagged with the page, and the royalty stack already added up.
Built on the engine

7 agents. Each with one job, and hard limits.

Seven specialist agents scout, read the data room, review each function and catch contradictions; function leads sign and the deal committee decides.

Asset Scout

Sweeps registries, patents, congress abstracts and company news in nine languages; merges code names; ranks assets by fit with citations.

  • Public sources only — never deal data
  • Every claim cites a source
  • Royalty and rights signals flagged, not dropped
Data Room Reader

Classifies every data-room file by function, document type, version and data cut-off, and extracts the facts with their page references.

  • Reads one deal's data room only
  • Superseded drafts never cited
  • Keeps the page reference for every fact
Clinical & Safety Analyst

Drafts the clinical efficacy and safety memos: confirmed responses, adverse events of special interest, class risks, data cut-offs.

  • Uses confirmed responses for efficacy
  • Every sentence cited
  • Questions to the seller need a person's approval
CMC & IP Reviewer

Reads lots, specifications, suppliers, patents and licences; finds out-of-spec lots, single sources, change-of-control clauses and royalty stacks.

  • Change-of-control clauses always flagged
  • Legal conclusions left to counsel
Regulatory & Landscape Analyst

Reads agency minutes and correspondence for what the agency asked and what it costs in time, and builds the competitive landscape from public sources in nine languages.

  • Agency wording quoted, never paraphrased into a commitment
  • Public sources kept separate from deal data
Contradiction Checker

Compares the same fact across the deck, study reports and brochure, and explains why values differ — an older data cut, unconfirmed responses counted.

  • Shows both sources side by side
  • Never picks a value — a person does
Recommendation Assembler

Scores the deal with the agreed weights, carries red flags into conditions and valuation inputs, and builds the committee pack.

  • An open deal-breaker blocks signing
  • Two signatures before the committee
Deal committee

Memos signed, then decides. The agents propose; a named person decides.

Ask in plain words

Ask the data room, in plain words

Ask about any deal, memo or red flag in plain words — or tell it what to change. Every answer cites the data-room page.

What could stop the Tessivo deal?

One deal-breaker and four price items on TSV-208. Deal-breaker RF-05: a change of control needs the linker licensor's consent, or the licence can be terminated — make it a condition to signing, or walk away. Price: lung disease up to 6.9%; dose optimisation adds about 9 months; the deck overstates the response rate; three competitors in Phase 3.

Does the investor deck match the study report for TSV-208?

Not quite. The June deck says 45% response (18/40, confirmed and unconfirmed); the interim study report confirms 38.1% (16/42). The deck says 3 lung disease cases, 5.2%, all low grade; the report has 4 cases, 6.9%, one Grade 3 — the deck uses the older February cut. Our valuation uses the study report.

Tell me about the lung safety signal

Interstitial lung disease is rising across data cuts: 4 of 58 patients (6.9%) in the June interim study report, including the first Grade 3 case, versus 3 cases (5.2%) in the brochure's February cut. All four occurred at 2.4 mg/kg or higher. Independent adjudication is only planned for Part C. PTRS moved from 22% to 19% partly for this reason.

Flag every change-of-control clause for Sam Patel

Done. New rule: whenever the CMC & IP Reviewer finds a change-of-control or assignment clause in any licence, it is raised as a red flag and assigned to Sam Patel for a decision before the recommendation can be signed. It matches one open clause today — RF-05 in the Tessivo linker licence.

Every screen

The working solution, as it ships.

13 screens from the working solution, on its sample data. Pick one to see it large.

The deal radarEvery asset watched, by therapy area and stage, with deal clocks and what needs the Head of Search & Evaluation today.
The scouting sweep41 sources in nine languages read against the criteria; code names merged; rights and royalty signals checked; 8 new assets ranked by fit.
The data room, classified412 files by folder, function and version, with the files cited in each memo marked and 14 superseded drafts set aside.
The war roomSix function memos with scores, reviewers and flags; the cited page open beside the memo.
Safety & toxicology memoThe ILD rate on each data cut, toxicology margins, findings and questions for the seller.
IP & contracts memoPatent expiry, the change-of-control clause, the royalty stack against the 10% limit and the freedom-to-operate scope.
Questions to the sellerDrafted by the agents from each memo, approved by the function lead, sent through the data room's Q&A channel — with the seller's answers.
The red-flag registerDeal-breakers, price items and covenants, each with sources, an owner, a status and a mitigation.
The recommendationWeighted scorecard, PTRS and rNPV before and after diligence, bid guidance, conditions and signatures.
Electronic signatureThe recommendation signed with a password and the meaning of the signature, recorded with the name, date and time.
Investment committeeSigned recommendations on the agenda, their conditions, and the decisions on record with their reasons.
The dashboardAssets screened, first-pass diligence time, the deal funnel, red flags by function and time per function.
Your criteria and weightsTherapy areas, modalities, the royalty limit, the sweep schedule and the recommendation weights — all settings.
Governance

Built for confidential work: cited, walled, signed.

Every sentence cites its pageEach memo sentence, fact and red flag links to the data-room page it came from, highlighted in the file. Facts carry a confidence and the page reference.
One deal, one roomThe agents serving a deal read only that deal's data room — no cross-deal search or memory. Only wall-crossed people see it, every view is logged, and pages and exported memos carry the viewer's name.
Drafts are never citedThe Data Room Reader keeps the latest final version and sets superseded drafts aside, so a draft value never reaches a memo.
Agents draft; a person sendsQuestions to the seller need the function lead's approval and go only through the data room's Q&A channel. Exports of memos and red-flag registers need the deal lead's approval.
A deal-breaker blocks the signatureThe recommendation cannot be signed while a deal-breaker is open — until it is made a condition to signing or the deal is passed.
Signed by name, on the recordEach function memo is signed by its lead; the recommendation needs the Head of Search & Evaluation and the BD deal lead before the committee. Every signature and agent step is in the deal's audit trail.
Configuration

Your criteria, your weights

What you look for, how a deal is scored and who signs are settings — changed in a minute, not a project.

SettingDefaultChoose from
Therapy areasOncology · Immunology · Neuroscience · Cardio-metabolicAssets outside these areas are not shortlisted
ModalitiesADCs, bispecifics, small molecules, peptides, in vivo cell therapy, RNA medicinesClick a modality to remove it
Royalty stack limit10%Assets above the limit are flagged
Scouting sweepWeekly · Monday 06:00Weekly · Daily
Recommendation weightsClinical 30% · Safety 20% · CMC 15% · IP 15% · Regulatory 10% · Commercial 10%Any split totalling 100%
Score bands3.5+ proceed · 3.0–3.4 proceed with conditions · 2.5–2.9 pauseBelow 2.5: pass
Function reviewersA named lead signs each function memoSigns the memo · Reviews only
Sign-off rulesDeal-breakers block signing · two signatures before committeeAdd a rule in one sentence
Connections

Works with the sources a deal team already uses

Virtual data roomthe seller's files, any format, and its Q&A channel
Pipeline databasestrial registries and patents, in nine languages
Company disclosuresinvestor decks, news releases, congress abstracts
Search criteriatherapy areas, modalities, stage, rights and terms
Valuation modelPTRS, rNPV and first launch before and after diligence; the model stays with BD finance
Committee packmemos, register and Q&A log, watermarked PDF
What it changes

The difference, in numbers.

Every figure is labelled: a target the solution is built to, an estimate, a typical published result, or a proven one.

target
6.6h
for a first-pass diligence, median
By hand≈ 2.5 days
With agents≈ 7 h
target
14red flags
raised before committee in 30 days, each carried into conditions or price
typical
80%
of relevant assets found by a purpose-built scouting agent, where general research tools find about half
Assets found

“demo” = seen in the working solution, on its sample deal data · “target” = the design goal, measured in the live solution · “estimated” = our estimate · “typical” = published figures (asset-scouting benchmark, arXiv 2602.15019: F1 79.7% for a purpose-built agent against 46–59% for general research tools). People and companies named on this page are characters in the working solution.

Questions

What search & evaluation teams ask us.

What is a BD diligence workbench?

A single place where a business development team scouts external assets against its search criteria and runs the scientific diligence on a seller's data room — function memos, a red-flag register and a recommendation for the investment committee. In this one, specialist agents do the scouting, the reading and the first drafts; function leads and the deal team review, decide and sign.

How does it read a virtual data room?

The Data Room Reader classifies every file by function, document type, version and data cut-off, sets superseded drafts aside and extracts the facts with their page references. Specialist agents then draft the clinical, safety, CMC, IP, regulatory and commercial memos, each sentence cited to its page.

Does it catch differences between the deck and the study report?

Yes. The Contradiction Checker compares the same fact across the deck, study reports and brochure, shows both sources side by side and explains why they differ — for example an older data cut, or unconfirmed responses counted. It never picks a value; a person does.

How does asset scouting work?

The Asset Scout sweeps trial registries, patents, congress abstracts and company news in nine languages on your schedule, merges code names that refer to one asset, checks rights and royalty signals, and ranks the shortlist by fit to your criteria with every claim cited. It uses public sources only, never deal data.

Is deal information kept behind an information barrier?

Yes. The agents serving a deal read only that deal's data room, with no cross-deal search or memory. Only wall-crossed people can open a deal, every view is logged, pages and exported memos are watermarked with the viewer's name, and exports need the deal lead's approval.

Do people stay in control of the recommendation?

Yes. Every function memo is signed by its named lead, questions to the seller are sent only after the function lead approves them, an open deal-breaker blocks the recommendation signature, and the recommendation needs two signatures before the committee decides.

Can we use our own criteria and scoring weights?

Yes. Therapy areas, modalities, the royalty stack limit, the sweep schedule, the weight of each function in the score, the score bands, the function reviewers and the sign-off rules are all settings.

How long does it take to go live?

The Agentic Solution Engine builds and deploys it from your requirements — your search criteria, memo templates, scoring weights and a past data room — and it goes live once every quality gate has passed. We will walk you through it on one of your own past deals first.

See it on
your data room.

We’ll run the Diligence Workbench on a past deal of your own.