WorkflowResearch & Discovery

Acquired-Company Science Harvester

R&D integration after an acquisition: every inherited file read, every fact cited, a signed dossier for each asset

Every inherited file read and cited, and a signed dossier for each asset before the experts leave.

See one case, screen by screen ↓
demo612factspulled from one overnight CRO delivery of 214 files, each with its page
demo1.9×exposure margin to the planned Phase 2 dose on the final dog NOAEL — not the 6.2× the IND summary implied
target6daysto a cited dossier draft for each acquired asset
target84%of 38,412 inherited files classified by day 50 of the 100-day plan
The problem

Why the science of an acquired company gets lost after the deal

The deal closes and the clock starts. The integration lead inherits tens of thousands of files — the deal data room, a lab notebook export, LIMS result sets, batch and stability records, CRO study reports and the agency correspondence — and a 100-day plan that expects a signed dossier for every asset. Meanwhile the head of DMPK, the VP of pharmacology and the process chemistry lead all have leaving dates.

The hard part is not the reading. It is knowing which version counts: the IND summary that quotes a draft NOAEL, the CMC report that never heard about the polymorph a chemist found in the notebook, the toxicokinetic raw data that never reached the data room. By hand, the function heads find these one at a time — often after the person who could have explained them has gone, and sometimes after a new animal study has been ordered that the acquired company had already run.

estimated≈5weeksto a cited dossier draft for one asset, by hand
demo38,412filesinherited from seven sources in one acquisition
typical8monthsof animal work saved in one published pilot by reusing prior studies
Where an asset dossier’s days go (working days)estimated
By hand25 days
With the solution6 days
  • Finding and sorting the files for the asset7 → 1 d
  • Pulling facts out of reports, notebooks and results7 → 1.5 d
  • Checking versions and sources against each other4 → 1 d
  • Writing the cited dossier sections5 → 1.5 d
  • Function owner review and sign-off2 → 1 d

Estimated split for one acquired asset’s dossier, by hand and with the solution.

How it works

How a delivery moves

Six specialist agents classify, extract, cross-check, draft and answer “has this been done before?”; each function owner resolves and signs.

What comes in
Files in7 sources · data room, lab notebooks, CRO reports, letters
Agents at work
Data Room Classifiertype, asset, version
Then
Study & Finding Extractornonclinical · CMC · regulatory
Then
Contradiction & Gap Finderversions and sources
Then
Dossier Writerevery sentence cited
Expert Interview Plannerquestion packs
A person decides
Function ownerresolves conflicts and signs
What comes out
Signed asset dossier
Gaps with owners
Searchable science registry
One case, step by step

One acquired asset, from data room to signed dossier

Day 50 of the Halden Therapeutics integration. HLD-217, an oral NLRP3 inhibitor, has finished its Phase 1 single ascending dose study and its IND has just been transferred. Here is what happens next, screen by screen, in the working solution.

  1. 01Day 50 · morning

    The 100-day plan, and the people leaving

    Priya Raman · R&D integration lead

    Priya opens the solution on day 50 of the 100-day plan: 38,412 inherited files, 84% classified, and four assets with their dossier readiness. Beside the file map is the list that sets the pace — Dr. Ingrid Solheim, Head of DMPK, leaves in 24 days; Dr. Elias Brandt, VP Pharmacology, in 38.

    Needs you: “Dog NOAEL: the IND summary and the final report disagree — HLD-217 toxicology · 50 vs 15 mg/kg/day · Dr. Maya Chen decides.”

  2. 02One click

    An overnight CRO delivery, harvested

    The agents

    214 files (1.2 GB) arrived overnight on the Larkfield Preclinical share. The files are read where they are; nothing is copied or changed. The classifier sorts them into 41 study reports, 96 data tables, 58 letters and minutes and 19 duplicates, keeps the GLP status on all 41 reports and marks two drafts as drafts. The extractor pulls 612 facts, each with its page, and adds three new studies to the registry.

    “Halden had already drafted the 13-week dog protocol and the QTc analysis plan — two commitments are further along than we knew.”

  3. 03Flagged

    The IND summary still quotes the draft

    Contradiction & Gap Finder

    In the IND 158204 toxicology written summary (Module 2.6.6), the agent highlights one sentence: the dog NOAEL was 50 mg/kg/day — taken from the draft report of November 2, 2023. The final report, Amendment 1, says 15. The file is marked “Sources disagree”, and its original status, submitted to the agency, is kept.

    The file is read where it lives; the dossier cites it and never changes it.

  4. 04Next

    The toxicology section, both sources side by side

    Dr. Maya Chen · Head of toxicology

    Maya opens the HLD-217 toxicology section. The agents show how they built it: 1,412 files labelled for toxicology with drafts and finals told apart, five key facts with their pages, one contradiction, two gaps, eight citations. The contradiction sits on top — the IND value and the final report value side by side, with the conclusion page of the final report open on the right.

    Recommendation: “Use the final report. Amendment 1 supersedes the draft, and the signed pathology peer review supports it.”

  5. 05Decided

    The final report value, everywhere it is used

    Dr. Maya Chen · Head of toxicology

    Maya chooses the final report — 15 mg/kg/day. The dossier is updated in three places, and a new gap assigns the correction of the IND summary to Dana Okafor for the next annual report. On the final value the exposure margin to the planned 200 mg Phase 2 dose is 1.9×, not 6.2×. Keeping the IND value instead would have needed a written reason, recorded with the decision.

  6. 06Signed

    A signature with its meaning

    Dr. Maya Chen · Head of toxicology

    With no contradiction open, the section can be signed. The sign-off shows the section, five key facts each cited to its page, and the signer. Maya picks the meaning of her signature — “I reviewed the cited evidence and approve this section for the integration dossier” — and enters her password.

    While a contradiction is still open, the signature button stays disabled.

  7. 07A moment later

    A cited section, three of six signed

    Dossier Writer

    HLD-217 moves to 78% ready, three of six sections signed. The draft section reads plainly: the dog NOAEL is 15 mg/kg/day from the final report, supported by the pathology peer review, and trials dosing longer than 28 days need 3-month studies in two species first. Each sentence carries its citation, and the gaps for the section sit underneath with their status.

  8. 0824 days left

    Questions for the scientist who is leaving

    Expert Interview Planner

    Human metabolite M3 is 14.2% of drug-related exposure and was not quantified in rat plasma — and the person who would know is Dr. Ingrid Solheim. Her question pack is ready: four short questions, each linked to its gap and its source, such as whether M3 was measured in any rat or dog plasma sample, even outside the GLP studies, and where the raw toxicokinetic files for rat study TX-004 are.

    Answers are recorded as interviews linked to the gaps — never as source records.

  9. 09Before Phase 2

    “Has Halden already run an NLRP3 mouse model?”

    Study Reuse Advisor

    Omar Haddad, program leader, is planning Phase 2 dose selection. The advisor lists 20 candidate mouse models, searches 412 study reports and 9,742 notebook entries, and finds 7 that Halden ran or tried, 3 full studies and 2 to reuse: MSU crystal peritonitis (IL-1β down 72% at 30 mg/kg) and the LPS/ATP challenge (ED50 3.1 mg/kg, matching human whole-blood potency). Only a lower 3 mg/kg arm is still needed.

    The CAPS knock-in study is shown too — stopped at week 3, colony unstable.

  10. 10Since close

    The integration, on one page

    Priya Raman · R&D integration lead

    Files classified since the data room arrived on day 14, against the day-30 target of 75%; facts extracted by function; dossier readiness by asset and function; what the record is made of; and open gaps by owner with the next due date — the view Priya takes to the integration review.

Who it’s for

Built for everyone who inherits the science.

The same acquisition, seen by the people who carry it — the integration lead, the function owners who sign, and the program leader planning what comes next.

PR
Priya RamanR&D integration lead
Integration lead
Before
Tracks four assets, seven sources and a list of leaving dates in spreadsheets, and learns about a missing record when someone asks for it.
Now
Sees every source, every dossier and every leaving date against the 100-day plan, and harvests a new delivery in one click.
MC
Dr. Maya ChenHead of toxicology
Function owner
Before
Compares the IND summary, the draft and the amended final report by hand to find out which NOAEL is right.
Now
Gets both values side by side with their pages and a recommendation, decides once, and the dossier is rewritten everywhere the value was used.
SP
Sam PatelDMPK lead
Function owner
Before
Finds out that a human metabolite was never covered in a toxicology species after the scientist who ran the work has left.
Now
Owns the M3 gap with a due date and a ready question pack for Dr. Ingrid Solheim, 24 days before she leaves.
DO
Dana OkaforRegulatory lead
Function owner
Before
Reads years of agency minutes to work out what the new sponsor has accepted with the IND.
Now
Has every commitment in a register with its source, its owner and its status, and the IND summary correction assigned to her for the next annual report.
OH
Omar HaddadProgram leader, HLD-217
Program leader
Before
Plans new in-vivo studies without knowing what the acquired company already ran.
Now
Asks “has this been done before?” and gets the prior studies, their results and what is still needed, every result cited.
Built on the engine

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

Six specialist agents classify, extract, cross-check, draft and answer “has this been done before?”; each function owner resolves and signs.

Data Room Classifier

Reads every inherited file in place and labels its record type, asset, study, version and original GLP or GMP status; finds duplicates and drafts.

  • Read only — originals never change
  • Keeps the original GLP and GMP status
  • An unclear version goes to a person
Study & Finding Extractor

Pulls studies, findings, PK parameters, lots, stability results and agency commitments into the science registry — each with its document, version and page.

  • Every fact carries a page
  • Never infers a value that is not written
  • Confidence below 0.85 goes to a person
Contradiction & Gap Finder

Compares the same fact across versions and sources, checks the package against agency commitments and guidance, and raises gaps with an owner and an expert who could answer them.

  • A contradiction is resolved only by the section owner
  • Both sources are always shown
Dossier Writer

Drafts each asset dossier section — toxicology, DMPK, CMC, regulatory, IP, clinical — every sentence cited, open questions stated plainly.

  • Every sentence cited
  • No value that is not in the registry
  • Rewrites every sentence that used a value once it is decided
Expert Interview Planner

Builds a question pack for each departing scientist from the open gaps they authored or know about, and links their answers back to the gaps.

  • Questions a yes, a number or a location can answer
  • Answers are recorded as interviews, never as source records
Study Reuse Advisor

Answers “has this been done before?” — matches a planned study against the acquired company’s reports and notebooks and recommends what to reuse.

  • Cites every prior result
  • Says when a prior study was stopped or inconclusive
Function owner

Resolves conflicts and signs. The agents propose; a named person decides.

Ask in plain words

Ask about anything they left behind

Studies, lots, commitments, people — ask in plain words, or tell it what to change. Every answer is cited.

What contradicts the HLD-217 dog NOAEL?

Two sources disagree. The IND toxicology summary says 50 mg/kg/day, taken from the draft report. The final report, Amendment 1, says 15 mg/kg/day, after a pathology peer review found minimal liver necrosis at 50. On the final value the margin to the planned 200 mg Phase 2 dose is 1.9× instead of 6.2×.

Has Halden already run an NLRP3 mouse model?

Yes — two with clear results. MSU crystal peritonitis cut IL-1β by 72% at 30 mg/kg, and the LPS/ATP challenge gave an ED50 of 3.1 mg/kg that matches human whole-blood potency. A CAPS knock-in study was stopped at week 3.

Who leaves next, and what do they know?

Dr. Ingrid Solheim leaves Oct 31, in 24 days, with gaps on metabolite M3 and the rat raw data; Dr. Elias Brandt leaves Nov 14, on the mouse models; Marco Velasquez leaves Dec 19, on Form B and the conjugate lots. Dr. Solheim is first, and her 4-question pack is ready.

Add a rule: flag human metabolites above 10% without tox-species coverage

Done. Every metabolite report is now checked against rat and dog exposure, and an uncovered metabolite above 10% raises a DMPK gap — as with M3 at 14.2%, which the agency asked Halden to evaluate. The rule is on in Settings and recorded in the audit trail.

Every screen

The working solution, as it ships.

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

HomeThe 100-day plan, what was inherited and how much is classified, the scientists leaving and the readiness of each asset dossier.
Harvest a deliveryA new delivery read in place: classified, GLP status kept, facts extracted with their pages, gaps moved forward and dossier sections updated.
A file, with what the agents foundThe page with each extracted fact highlighted, a warning where sources disagree, and the original status kept.
The asset dossierSections down the side, how the agents built each one, the contradiction to resolve and the source page beside it.
A contradiction, resolvedThe owner’s decision recorded, the section rewritten with the decided value and every key fact cited.
Sign a sectionThe section, its cited facts, the signer, the meaning of the signature and the password, together.
A signed sectionKey facts, the cited draft, the gaps in the section and the signature with its meaning.
Gaps & risksWhat is missing, contradictory or committed — each with an owner, a due date and the expert who could close it.
People leavingEach departing scientist with a leaving date and a question pack built from the gaps only they can close.
The science registryStudies, findings, lots and agency commitments pulled out of the inherited record, each linked to its source.
Study reuse checkA planned study matched against everything the acquired company ran — 20 candidate models down to 2 to reuse.
The integration dashboardHarvest progress against plan, facts by function, dossier readiness by asset and gaps by owner.
Your integration’s rulesWho signs each section and the rules the agents follow — the two that protect the original records cannot be turned off.
Governance

Built for regulated records: cited, kept as they are, signed.

Every fact cites its pageEach value in a dossier links to the document, version and page it came from. A fact without a page never reaches a dossier — and that rule cannot be turned off.
Originals read in place, status keptInherited records are read where they live and never re-labelled. A GLP report stays GLP, a GMP record stays GMP; the dossier is a research summary that cites them.
Both sources shown, the owner decidesWhen a draft and a final, or a notebook and a report, disagree, both values are shown with their pages. Only the section owner resolves it, and keeping a superseded value needs a recorded reason.
A named owner signs each sectionToxicology, DMPK, CMC, regulatory, IP and clinical are each signed by the owner named in settings, with a password and the meaning of the signature. A section with an open contradiction cannot be signed.
Interviews are not recordsWhat a departing scientist says is recorded as an interview linked to the gap. If an answer names a file, the extractor is asked to look for it.
Every step on the recordEach agent step, each decision, each signature, rule change and export is written to the audit trail, with who, what and when.
Configuration

Your integration’s rules, not ours

Who signs, what the agents may do and when to start talking to the people leaving — all settings.

SettingDefaultChoose from
Who signs each dossier sectionIts function ownerAny named person, per section
Cite the source page for every factAlways onCannot be turned off
Keep the original GLP and GMP statusAlways onCannot be turned off
Prefer final and amended reports over draftsOnOn · off
Flag values that differ between sourcesOnOn · off
Send a fact to a person below confidence0.850.80 · 0.85 · 0.90
Remind me before a scientist leaves30 days before14 · 30 · 45 days
Build question packs automaticallyOnWhen a gap names someone who is leaving
Connections

Reads the record where it already lives

Deal data room exportfolders of PDFs, decks and spreadsheets, read only
Lab notebook exportexperiment entries with their attachments
LIMS resultssample and result sets, certificates of analysis
Batch & stability recordsGMP batch records and stability reports
CRO study reportsGLP toxicology, safety pharmacology, DMPK — checked daily for new deliveries
Regulatory correspondenceagency minutes, the IND and letters
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
6days
to a cited dossier draft for each acquired asset
By hand≈ 5 weeks
With agents≈ 6 days
target
84%
of 38,412 inherited files classified by day 50 of the 100-day plan
Files classified
typical
8months
of animal work saved in one published pilot by reusing prior studies
Candidates20 models
Chosen2

“demo” = seen in the working solution, on its sample integration data · “target” = the design goal, measured in the live solution · “estimated” = our estimate, including the by-hand baseline · “typical” = published figures (a published vendor pilot at a top-20 drugmaker: 20 candidate models narrowed to 2, about 8 months of animal work saved). People, companies, assets and studies named on this page are characters in the working solution.

Questions

What R&D integration teams ask us.

What is the Acquired-Company Science Harvester?

A solution for R&D integration after an acquisition. Six agents read the acquired company’s data room, lab notebooks, LIMS results, batch and stability records, CRO reports and agency correspondence, pull the facts into a searchable science registry with their pages, flag contradictions and gaps, and draft a cited dossier for each asset that the function owners sign.

How does it handle conflicting versions — a draft report and a final amendment?

The Contradiction & Gap Finder compares the same fact across versions and sources, shows both values with their pages and recommends which one supersedes the other. Only the section owner decides; once decided, the Dossier Writer rewrites every sentence that used the value, and keeping a superseded value needs a recorded reason.

Does it change the inherited GLP and GMP records?

No. Files are read where they live and never copied or changed, and the original GLP or GMP status is kept. The dossier cites the records; it does not replace them. Both rules are always on.

How does it help before key scientists leave?

It tracks each person’s leaving date and builds a question pack from the open gaps linked to files they authored or studies they ran — short questions a yes, a number or a location can answer. Answers are recorded as interviews linked to the gaps, and if an answer names a file, the extractor goes to find it.

Can it tell us whether a study has already been done?

Yes. The Study Reuse Advisor reads the planned study, lists candidate models, searches the acquired company’s study reports and notebook entries, and recommends what to reuse and what is still needed — citing every prior result and saying when a study was stopped or inconclusive.

Which sources does it read?

The deal data room export, the lab notebook export, LIMS results, batch and stability records, decks, SOPs and minutes, CRO study reports and regulatory correspondence — all read only.

Do people stay in control?

Yes. The agents classify, extract, cross-check and draft; a named function owner resolves every contradiction and signs every section, with the meaning of the signature recorded. Each agent step and each human decision is on the audit trail.

How long does it take to go live?

The Agentic Solution Engine builds and deploys it from your requirements — your dossier templates, sign-off owners, record types and a sample of an inherited data room — and it goes live once every quality gate has passed. We will walk you through it on your own files first.

See it on
your next acquisition.

We’ll run Science Harvester on a sample of an inherited data room of your own.