Skip to content

Business Development

Know what your asset is worth, and who would pay for it

Business Development turns a scientific programme into a deal position: risk-adjusted valuation, comparable transaction benchmarks, a shortlist of the acquirers and investors whose strategy actually fits your asset, and the diligence package they will ask for - before they ask for it.

Every assumption inspectableRanges, not point estimatesOne PTRS across the platform
rNPV
NPV, DCF and real-options methods, all with exposed assumption trees
500K+
Studies behind the stage-risk models
Global
Transaction benchmark coverage
Every
Assumption inspectable, and adjustable

Valuation and deal outputs are models with stated assumptions - not financial advice, and not an offer. The valuation below runs live in the page from the same functions the site was built with, on an illustrative asset.

Business Dev · BD dashboard
BD dashboard: the portfolio valuation summary, the active deal pipeline and the matched counterparty listPrognicaPortfolioValuationComparablesMatchingDiligenceDocumentsDeal CRMResearch teamPortfolio / Risk-adjustedBusiness developmentBase caseSearch the graphExport1.91BPortfolio rNPV3 of 6Assets in play11Active counterparties77Median fit scoreRisk-adjusted valuerNPV, USD MPRG-124Phase 3690PTRS 0.67 · COMMITMENT 81MPRG-101Phase 2412PTRS 0.47 · COMMITMENT 129MPRG-140Phase 2305PTRS 0.38 · COMMITMENT 148MPRG-118Phase 1268PTRS 0.35 · COMMITMENT 157MPRG-131Preclinical143PTRS 0.24 · COMMITMENT 182MEach programme carries its own probability of success.Deal pipeline4 LIVECounterparty ADiligenceCounterparty BTerm sheetCounterparty CFirst meetingCounterparty DContactedMatchedBY FITCounterparty A91Counterparty B84Counterparty C77
Portfolio valuation summary, active deal pipeline, matched counterparty list.

Key features

Six things a counterparty will test, answered before they ask

Open a capability to see what it does and the screen it does it in. All six read the same asset record, so the probability of success in the valuation is the one the diligence pack cites.

  • 01Asset valuation - rNPV, NPV and DCF

    Standard finance, implemented honestly: every driver traced to a record, and the sensitivity ranked so the negotiation happens over the assumption that matters.

    • Risk-adjusted net present value with stage-specific probability of success
    • Full discounted cash flow modelling with an inspectable assumption tree
    • Development cost and timeline modelling by phase and indication
    • Sensitivity analysis showing which assumptions actually move the valuation
    • Scenario valuation: conservative, base and aggressive, side by side
    • Real-options treatment for assets whose value lies in optionality rather than a single path
    Business Dev · Valuation
    Valuation: the rNPV waterfall by phase, with the sensitivity tornado and the assumption panel beside itPrognicaPortfolioValuationComparablesMatchingDiligenceDocumentsDeal CRMResearch teamValuation / PRG-101ValuationrNPVBase caseSearch the graphScenarioPeak sales to rNPVUSD MPeak sales2,400ErosionCost ofgoodsDevelopmentcostDiscountingProbabilityof successrNPV412SensitivityRANKED BY SWINGProbability of successPeak shareDiscount rateLaunch yearDevelopment costBASE CASEAssumptionsTRACEDPhasePhase 2PTRS0.31Discount rate11%Years to launch6.0Cost to launch120MEvery driver opens its recordrNPVDISTRIBUTION412MBase case218M — 706MP10 — P90Real option: on
    rNPV waterfall by phase, with the sensitivity tornado and assumption panel.
  • 02Comparable transactions

    What an asset like yours has actually commanded, broken into the structure it was paid in.

    • Benchmark deals matched on modality, indication, stage and geography
    • Deal structure breakdown: upfront, milestones, royalties, equity
    • Value distribution by development stage - what an asset like yours has historically commanded
    • Terms trend analysis over time, so you know whether the market has moved
    • Precedent-based structure recommendation for your own negotiation
    Business Dev · Comparables
    Comparables: matched transactions broken into upfront, milestones and royalty, with the distribution by stagePrognicaPortfolioValuationComparablesMatchingDiligenceDocumentsDeal CRMResearch teamComparables / Matched setComparable transactionsSame modalityLast 3 yearsSearch the graphMatched deals6 OF 42 · USD MDEALSTAGEAREASTRUCTUREROYALTYTX-2418Phase 3Cardiometabolic45015%TX-2309Phase 3Immunology52016%TX-2427Phase 2Oncology21014%TX-2401Phase 2Immunology18012%TX-2321Phase 2Respiratory14511%TX-2408Phase 1Immunology9010%UpfrontMilestonesUpfront by stageLOW · MEDIAN · HIGHPreclinicalPhase 1Phase 2Phase 3600M
    Matched deal table with structure breakdown and stage-value distribution.
  • 03Buyer & investor matching

    Counterparties scored on strategic fit rather than size, each with the reason it is on the list.

    • Counterparty identification scored on strategic fit, not company size
    • Portfolio gap analysis - who has a hole your asset fills
    • Deal history and behaviour: what they buy, at what stage, on what structure
    • Therapeutic-area focus and recent strategic direction
    • Decision-maker mapping within target organisations
    • Ranked outreach list with the rationale for each name
    Business Dev · Buyer matching
    Buyer matching: counterparties ranked on strategic fit, each with its rationale and deal historyPrognicaPortfolioValuationComparablesMatchingDiligenceDocumentsDeal CRMResearch teamMatching / PRG-101Counterparty matchingFit, not sizeSearch the graphOutreachRanked counterparties42 SCREENEDCounterparty ALarge-cap pharma91FITNo asset in this mechanism after a 2024 discontinuationCounterparty BMid-cap specialty84FITAdjacent indication commercialised, no pipeline behind itCounterparty CCrossover investor77FITThesis-level interest, two prior investments in the spaceCounterparty DRegional partner68FITTerritory rights only, with an option to expandDeal historyCOUNTERPARTY ATX-2401Phase 2 · 180M upfrontTX-2216Phase 1 · 60M upfrontTX-2118Preclinical · option dealBuys at Phase 2, light on upfront,heavy on regulatory milestones.Who to contactMAPPED01Head of Search &Evaluation02Immunology BD lead03Alliance ManagementDraft the approach
    Ranked counterparties with fit rationale and deal-history panel.
  • 04Due diligence assistant

    The pack a serious counterparty will ask for, assembled from the evidence base - and the gaps flagged before the other side finds them.

    • Diligence checklist generated for the asset's modality and stage
    • Automated evidence assembly: science, IP, clinical, regulatory, competitive
    • Gap identification - what a serious counterparty will ask for that you do not yet have
    • Red-flag surfacing before the other side finds it
    • Data-room structure and readiness assessment
    • Works in both directions: prepare your own asset, or scrutinise one you are evaluating
    Business Dev · Diligence
    Diligence: the readiness checklist with evidence coverage per section and the gaps flagged before the other side finds themPrognicaPortfolioValuationComparablesMatchingDiligenceDocumentsDeal CRMResearch teamDiligence / PRG-101Diligence readinessSell-sideSearch the graphData roomEvidence coverage85 ITEMSScience & mechanism92%18 ITEMSIntellectual property78%12 ITEMS1 OPENClinical & regulatory64%21 ITEMS2 OPENCMC & manufacturing41%9 ITEMS3 OPENCompetitive position86%14 ITEMSCommercial case70%11 ITEMS1 OPENReadinessWEIGHTED72Ready, with three gapsFlagged gapsBY IMPACTCLINICALNo head-to-head againststandard of careIPFreedom-to-operate unresolvedin two regionsCMCNo scale-up route above 50 kg
    Readiness checklist with evidence coverage and flagged gaps.
  • 05Portfolio & pipeline management

    The pipeline as one risk-adjusted position, with the concentration risk it is carrying made explicit.

    • Portfolio-wide valuation with contribution analysis
    • Pipeline visualisation by stage, indication and modality
    • Resource-allocation modelling across competing programmes
    • Prioritisation scoring on risk-adjusted value and strategic fit
    • Portfolio risk concentration: mechanism, indication and geography exposure
    Business Dev · Portfolio
    Portfolio: the pipeline by stage, with each programme's risk-adjusted contribution to portfolio valuePrognicaPortfolioValuationComparablesMatchingDiligenceDocumentsDeal CRMResearch teamPortfolio / 6 programmesPortfolioRisk-adjustedSearch the graphAllocatePipeline by stageSELECTED FOR PARTNERINGPRECLINICALPHASE 1PHASE 2PHASE 3PRG-131rNPV 145MPTRS 0.18PRG-152rNPV 97MPTRS 0.15PRG-118rNPV 269MPTRS 0.28PRG-101rNPV 414MPTRS 0.38PRG-140rNPV 304MPTRS 0.30PRG-124rNPV 690MPTRS 0.58ContributionTO PORTFOLIOPRG-12436%PRG-10122%PRG-14016%PRG-11814%Others12%ConcentrationEXPOSUREMechanismIndicationGeographyConcentration is stated, not netted out.
    Pipeline by stage with risk-adjusted value contribution per programme.
  • 06Pitch, teaser generation and deal CRM

    Everything that leaves the building, generated from the evidence base and version-controlled.

    • Non-confidential teaser generation from the asset's evidence base
    • Full pitch deck assembly with valuation, comparables and competitive positioning
    • Executive summary and data-room narrative drafting
    • Deal CRM: counterparty pipeline, stage tracking, activity history, next actions
    • Outreach sequencing and follow-up management
    • Version control across every document that leaves the building
    Business Dev · Teaser
    Teaser: a generated non-confidential one-pager, with the confidential fields withheldPrognicaPortfolioValuationComparablesMatchingDiligenceDocumentsDeal CRMResearch teamDocuments / PRG-101 v3TeaserNon-confidentialSearch the graphSendSECTIONSOpportunityMechanismEvidenceDevelopment planDeal soughtWITHHELDCompany nameExact structureTrial site listGenerated from the sameevidence base as thevaluation. Version 3 of 3.PDFDOCXNON-CONFIDENTIAL TEASERPhase 2 immunology assetPartneringEx-US rightsThe opportunityEvidence to dateDeal soughtNO CONFIDENTIAL INFORMATION · CONTACT VIA THE PLATFORM
    Generated non-confidential teaser.
    Business Dev · Deal CRM
    Deal CRM: the counterparty pipeline by stage, with activity history and the next action on eachPrognicaPortfolioValuationComparablesMatchingDiligenceDocumentsDeal CRMResearch teamDeal CRM / PRG-101Deal CRM11 liveSearch the graphLog activityCounterparty pipeline7 IN PLAYCONTACTED3CounterpartyDCounterpartyGCounterpartyHFIRST MEETING2CounterpartyCCounterpartyFDILIGENCE1CounterpartyATERM SHEET1CounterpartyBEVERY DOCUMENT THAT LEFT THE BUILDING IS VERSIONED AGAINST A STAGENext actions3 DUECounterparty ATODAYSend CMC packageCounterparty BTHURespond on royalty tierCounterparty CNEXT WEEKSchedule scientific callActivityCOUNTERPARTY ATeaser sentv3NDA executedData room opened85 itemsDiligence questions14 open
    Counterparty pipeline with stage tracking.

Asset valuation

Build the number in front of the person who will challenge it

Pick the phase, switch on the evidence the asset actually has, and set the two assumptions everyone argues about. The probability of success rebuilds on the odds scale, the valuation re-runs as a distribution, and the sensitivity re-ranks itself.

Development phase

Evidence the asset actually has

The two everyone argues about

  • $800M
  • 11%

Risk-adjusted value

1,200 Monte Carlo draws

$328M

P10 $186M·P90 $506M·point estimate $373M

$0$582M

0% of runs come out below zero. The point estimate is the one number in this panel that should never travel on its own.

What the valuation actually hangs on

Change in rNPV

  • Peak sales

    $480M → $1.12B

  • Probability of success

    0.24 → 0.53

  • Discount rate

    9% → 13%

  • Years to launch

    5 yr → 8 yr

The probability, walked backwards

The published base rate for the phase, adjusted on the odds scale by evidence the platform already holds. Every multiplier is returned, which is what makes the number arguable instead of asserted.

  1. Base likelihood of approvalPhase 2

    0.150

  2. Human genetic support× 2.00

    0.261

  3. Structural tractability× 1.35

    0.323

  4. Causal evidence× 1.20

    0.364

  5. Enrichment biomarker× 1.25

    0.364

Adjusted PTRS

0.364

Years to launch 6·remaining development cost $120M·margin 55%

Standing assumptions, printed rather than buried: a five-year uptake ramp to peak, ten years of exclusivity then 35% annual erosion, a 55% operating margin, and a twenty-year horizon. Remaining development cost is discounted at its midpoint and deliberately not risk-adjusted - you spend it whether or not the asset works.

There is no proprietary valuation model here, and there should not be: this is rNPV, and sophisticated buyers already know the arithmetic is standard. What is defensible is that every input above is stated, adjustable and traceable to a record - and that the answer arrives as a distribution rather than a number with a decimal place.

The same arithmetic, across the pipeline

Each programme carries its own PTRS and its own rNPV, so the portfolio is one risk-adjusted position rather than five opinions. Selection is on value density - risk-adjusted value per unit of remaining development commitment - not on programme size.

Illustrative pipeline. The point of the constrained selection is that it picks on value density rather than headline value - which is how a portfolio ends up materially less volatile than its steadiest single asset.

  • PRG-101Phase 2selected

    rNPV $412M·commitment $120M·density 3.43×

  • PRG-118Phase 1

    rNPV $268M·commitment $165M·density 1.62×

  • PRG-124Phase 3selected

    rNPV $690M·commitment $70M·density 9.86×

  • PRG-131Preclinical

    rNPV $143M·commitment $210M·density 0.68×

  • PRG-140Phase 2selected

    rNPV $305M·commitment $118M·density 2.58×

  • PRG-152Preclinical

    rNPV $96M·commitment $195M·density 0.49×

Comparable transactions

What an asset like this has actually been paid for

Filter the benchmark set by the stage you are dealing at. The medians underneath re-compute, because a Phase 1 upfront and a Phase 3 upfront are not the same conversation.

Stage

10 deals
Median upfront
$118M
Median headline total
$1.14B
Upfront as share of total
11%
Median royalty
11%
  • Upfront
  • Milestones
  • Equity & other
  1. TX-2401

    Phase 2 · Small molecule

    $180M upfront of $1.34B headline · Immunology · 2024

    12% royalty

  2. TX-2312

    Phase 1 · Bispecific

    $75M upfront of $990M headline · Oncology · 2023

    10% royalty

  3. TX-2418

    Phase 3 · Small molecule

    $450M upfront of $1.80B headline · Cardiometabolic · 2024

    15% royalty

  4. TX-2205

    Preclinical · siRNA

    $28M upfront of $698M headline · Rare disease · 2022

    8% royalty

  5. TX-2427

    Phase 2 · ADC

    $210M upfront of $1.69B headline · Oncology · 2024

    14% royalty

  6. TX-2309

    Phase 3 · Biologic

    $520M upfront of $1.50B headline · Immunology · 2023

    16% royalty

  7. TX-2216

    Phase 1 · Cell therapy

    $60M upfront of $1.17B headline · Oncology · 2022

    9% royalty

  8. TX-2432

    Preclinical · Small molecule

    $35M upfront of $775M headline · Neurology · 2024

    7% royalty

  9. TX-2321

    Phase 2 · Biologic

    $145M upfront of $1.10B headline · Respiratory · 2023

    11% royalty

  10. TX-2408

    Phase 1 · Small molecule

    $90M upfront of $885M headline · Immunology · 2024

    10% royalty

Illustrative benchmark set, structured the way the real one is: upfront, milestones, equity and royalty rate held separately, because a headline "biobucks" total tells you almost nothing about what was actually paid at signature.

Counterparties & diligence

Who would buy it, and what they will ask for

Fit is scored on portfolio gap, stage behaviour and recent strategic direction - not on who is biggest. Open a counterparty to see why it is on the list.

  • Counterparty ALarge-cap pharma91
    Portfolio gap
    No asset in this mechanism after a 2024 discontinuation
    Deal behaviour
    Buys at Phase 2, structures light on upfront and heavy on regulatory milestones
    Focus
    Immunology, with a stated pivot toward oral mechanisms
    Decision-makers
    Head of Search & Evaluation, Immunology BD lead
  • Counterparty BMid-cap specialty84
    Portfolio gap
    Adjacent indication already commercialised; no pipeline behind it
    Deal behaviour
    Prefers regional rights deals with an option to expand
    Focus
    Immunology and respiratory, Europe-first commercial footprint
    Decision-makers
    Chief Business Officer, Head of Alliance Management
  • Counterparty CCrossover investor77
    Portfolio gap
    Thesis-level interest in the mechanism; two prior investments in the space
    Deal behaviour
    Leads Series B/C, expects a defined path to a pivotal readout
    Focus
    Immunology and rare disease, 18-month deployment window
    Decision-makers
    Partner, Principal covering immunology
  • Counterparty DRegional partner68
    Portfolio gap
    No presence in the mechanism; strong local commercial infrastructure
    Deal behaviour
    Territory licences with modest upfronts and high royalties
    Focus
    Asia-Pacific rights, in-licensing at Phase 2 and later
    Decision-makers
    VP Business Development, Regional Medical Director

Diligence readiness

What the pack looks like today, and what a serious counterparty will ask for that is not in it yet.

  • Scientific evidence

    88

    Mechanism, genetic support and causal evidence all cited to source.

  • Clinical

    72

    Phase 2 readout complete; long-term safety follow-up still accruing.

  • Intellectual property

    64

    Composition-of-matter granted; freedom-to-operate opinion is two years old.

  • Regulatory

    58

    No agency minutes since the end-of-Phase-2 meeting request.

  • Competitive position

    81

    Landscape current, with two late-stage entrants tracked.

  • Manufacturing & CMC

    41

    No registrational-scale process; a counterparty will find this first.

What they will find first

  • Freedom-to-operate opinion predates two relevant grants - refresh before the data room opens
  • No registrational-scale CMC package; expect it to be the first technical question
  • Regulatory correspondence gap since the end-of-Phase-2 request

Data and AI

What the valuations and matches are built from

DomainSources
Clinical & stage riskClinicalTrials.gov registry, status history and outcomes
Deal benchmarksPublished transaction records and corporate disclosures
Company intelligencePortfolio, pipeline and strategic disclosure records
Assets & modalityChEMBL, DrugBank, Open Targets
Intellectual propertyPatent records and SureChEMBL patent chemistry
Evidence basePubMed / MEDLINE
RegulatoryApproval records and the FDA Orange Book

Valuations are produced as ranges with visible drivers. A single-point valuation with a hidden probability of success is not a valuation - it is an opinion with a decimal place.

Models

  1. Financial modelling engines

    rNPV, NPV, DCF and real-options valuation, with fully exposed assumption trees.

  2. Stage-transition probability models

    Derived from historical clinical trial outcomes by indication and modality.

  3. Monte Carlo simulation

    Valuation distributions and confidence ranges.

  4. Similarity and matching models

    Counterparty fit scored across portfolio, strategy and deal behaviour.

  5. Retrieval-augmented language models

    Diligence assembly, teaser and pitch drafting, and precedent synthesis - cited to source records.

  6. Graph analysis

    Over the company-asset-deal network, to surface non-obvious partners.

How a deal is prepared

Seven stages, and the counterparty sees the last three

Select a stage to see what happens in it. The work that decides the outcome is done in the first four, before anyone outside the building has been contacted.

Stage 1 of 7

Model the asset — Indication, stage, modality, development plan.

The asset record everything else is computed from: what it is, where it is, what remains to be spent, and what the development plan actually commits to. Evidence - genetic support, tractability, causal class, trial activity - is attached here, and every later number inherits it.

What it hands on

  • Asset record
  • Development plan
  • Evidence attachments

Stage 2 of 7

Value it — rNPV and DCF with scenarios and sensitivities.

Risk-adjusted discounted cash flow with the phase base rate adjusted on the odds scale by the evidence the asset actually has. Bear, base and bull; a Monte Carlo distribution rather than a point; and a tornado that names the assumption the valuation hangs on.

What it hands on

  • rNPV distribution
  • Scenario set
  • Ranked sensitivities

Stage 3 of 7

Benchmark it — Comparable transactions matched on stage and modality.

Deals matched on modality, indication, stage and geography, broken into upfront, milestones, royalties and equity - so the benchmark is a structure rather than a headline. Terms trends show whether the market has moved since the comparables were signed.

What it hands on

  • Matched comparables
  • Structure benchmark
  • Terms trend

Stage 4 of 7

Target — Ranked counterparties with strategic-fit rationale.

Portfolio gap analysis, stage behaviour and recent strategic direction produce a ranked list with a reason attached to each name, plus the decision-makers inside each organisation. Fit is scored on strategy, not on size.

What it hands on

  • Ranked counterparty list
  • Fit rationale
  • Decision-maker map

Stage 5 of 7

Prepare — Diligence readiness, gap closure, data-room structure.

The diligence checklist for this modality and stage, with evidence assembled automatically across science, IP, clinical, regulatory and competitive position - and the gaps named. Red flags are surfaced here rather than discovered by the other side.

What it hands on

  • Readiness assessment
  • Gap list
  • Data-room structure

Stage 6 of 7

Package — Teaser, deck and narrative generated from the evidence base.

A non-confidential teaser, a full pitch deck carrying the valuation, comparables and competitive position, and a data-room narrative - all generated from the same evidence base, so the story in the deck and the numbers in the model cannot drift apart.

What it hands on

  • Non-confidential teaser
  • Pitch deck
  • Data-room narrative

Stage 7 of 7

Run the process — CRM tracking, outreach sequencing, version control.

Counterparty pipeline with stage tracking, activity history and next actions; outreach sequenced rather than improvised; and version control across every document that leaves the building, so you know exactly which number each party has seen.

What it hands on

  • Deal pipeline
  • Outreach sequence
  • Document version history

Enterprise AI for Life Sciences

Ready to Advance Your Drug Discovery Pipeline?

Partner with Prognica Labs to leverage enterprise-grade AI, computational chemistry, and molecular simulation technologies that accelerate discovery, reduce development risk, and improve R&D productivity.

From biotech startups to global pharmaceutical organizations, we help research teams make faster, evidence-driven decisions across every stage of early drug discovery.