Generate Biomedicines, Inc. · NASDAQ:GENB

Generate Biomedicines — Investor Presentation (June 2026)

51 slides from Generate Biomedicines's investor presentation, June 2026

  1. Slide 1: A New Era: Programmable Biology

    A New Era: Programmable Biology Corporate Presentation Shown here, GB-0895 binding to TSLP 2026 | 1

  2. Slide 2: Disclaimers and forward-looking statements

    Disclaimers and forward-looking statements This presentation contains “forward-looking statements” within the meaning of the Private Securities Litigation Reform Act of 1995, as amended. All statements other than historical factual information are forward - looking statements, including, without lim

  3. Slide 3: A new era: Programmable Biology

    A new era: Programmable Biology We aim to… Create transformative medicines … transform the very process of out of reach of traditional AND creating those medicines through technologies… Generative Biology at scale… 2026 | 3

  4. Slide 4: Leading the way toward Programmable Biology

    Leading the way toward Programmable Biology Leading AI Technology 5 Clinical-Stage Programs Platform for Therapeutics Enabled by Platform ▪ Fully integrated computational and ▪ First known next-gen anti-TSLP mAb to enter biohardware innovation stack clinic (GB-0895), single injection dosed every 6 m

  5. Slide 5: Experienced leadership team to pioneer Generative Biology

    We’ve built an experienced leadership team to pioneer the future of Generative Biology Mike Nally Gevorg Grigoryan Jason Silvers, MD Beth Grous Aarif Khakoo Chief Executive Officer Co-Founder & Chief Chief Financial Officer Chief People Officer Chief Scientific Officer Technology Officer Daria Hazud

  6. Slide 6: Backed by a Board with extensive experience in pioneering new platforms

    Backed by a Board with extensive experience in pioneering new platforms Noubar Afeyan Frances Arnold Stéphane Bancel Marsha Fanucci Jane Mendillo Chair & Chief Executive Caltech Professor & Chief Executive Officer Biotechnology leader, American investor, Officer at Flagship Nobel Laureate at Moderna

  7. Slide 7: Programmable Biology can change the unit economics of drug design

    Generate has shown that Programmable Biology can change the unit economics of drug design Traditional drug discovery laborious, high-cost exploration programmatic, at-scale prosecution Time to proof of concept 6-8 years 3-5 years1 Cost to proof of concept $380mm $25-60mm1 Generate demonstrated succe

  8. Slide 8: Biology is immensely complex yet programmable in principle

    Biology is immensely complex yet programmable in principle In principle, proteins make biology eminently programmable In practice, the design space is vast and nonlinear Sequence Structure Function 2024 | Confidential & Proprietary 2026 2026| | 8

  9. Slide 9: Industry approaches give intentionality or scale, but not both

    Industry approaches give intentionality or scale, but not both Traditional discovery methods today Most of history … 1900-1975 Observe, hope, Screen, isolate, Intentional design Scale exploration & repeat & synthesize Artisanal scale Randomly 2024 | Confidential & Proprietary 2026 2026| | 9

  10. Slide 10: Cheaper tools have not improved drug economics

    Cheaper tools have not improved drug economics because intentionality and scale remain disconnected Cost of DNA synthesis/sequencing and compute collapsed Cost per drug approval Index 2000=100 $bn/New Molecular Entity Fold reduction 10 2 10 100 DNA Synthesis Birth of "Biotech“ >800 $/base Genentech

  11. Slide 11: The Generate Platform

    The Generate Platform Integrated computational and biohardware innovation for intentionality at scale Computational Innovation Scale Scale ML SCAL ES HYPOTHESES drives AI drives AI molecules and biological hypotheses quality impact generated at scale using models + agents Intentionality at scale DAT

  12. Slide 12: Designed to produce therapeutically relevant data at pace and scale

    The Generate Platform Designed to produce therapeutically relevant data at pace and scale Integrating generative model for Computational Technologies to make protein design supported by an Innovation precise proteins at scale agentic lab and assistants Technologies to capture Designed to maximize co

  13. Slide 13: CryoEM at scale creates a proprietary signal

    The Generate Platform Example | CryoEM at scale creates a proprietary signal for better models and molecules Structural phenotyping Improved foundation models Conformational reality Proprietary mechanistic info, better Generate new structural data at scale, make Ensembles — proprietary signal to adv

  14. Slide 14: Our application strategy: Asymmetric risk and modularity

    The Generate Platform Our application strategy | Asymmetric risk and modularity Technology uncertainty ▪ Technology uncertainty is cheap and fast for us to resolve ▪ We preferentially pursue opportunities with validated biology Biology risk High ▪ This turns “hard molecular tasks” into repeatable di

  15. Slide 15: Validating one module de-risks broad opportunities

    The Generate Platform Deploying our Platform to validate one module de-risks broad opportunities Programmable Binding Affinity optimization Tune binding affinity, up or down, for desired outcomes Conditional binding Bind given condition, e.g., pH, or selectively/cross reactivity Examples of De novo

  16. Slide 16: Modules compound to create differentiated therapeutics

    The Generate Platform Modules compound to create differentiated therapeutics Programmable Binding Long-acting antibodies for chronic disease Affinity optimization GB-0895: A Phase 3, femtomolar-affinity, Conditional binding Binding half-life extended affinity Anti-TSLP antibody against TSLP De novo

  17. Slide 17: Robust, clinical stage pipeline

    We have leveraged our Platform to create a robust, clinical stage pipeline Proposed Next Target Modality Preclinical Phase 1 Phase 2 Phase 3 Collaborations Indication(s) Milestone IMMUNOLOGY & INFLAMMATION Fully enrolled GB-0895 Severe Asthma TSLP Antibody Ph3 studies (2H27/1H28) Ph1b data GB-0895 C

  18. Slide 18: Multiple potential catalysts during next 12-24 months

    Multiple potential catalysts during next 12-24 months 1H 2026 2H 2026 2027 GB-0895 · anti-TSLP mAb GB-0895 · anti-TSLP mAb GB-0895 · anti-TSLP mAb Results from Ph1b in moderate- Phase 2/3 initiation for COPD SOLAIRIA-1 and SOLAIRIA-2 all severe COPD pending finalized plans sites activated (1H27) and

  19. Slide 19: GB-0895 Overview

    GB-0895 Overview Potential best-in-class, Q6M, anti-TSLP mAb Shown here, GB-0895 binding to TSLP 2026 | 19

  20. Slide 20: GB-0895: a differentiated anti-TSLP monoclonal antibody candidate

    GB-0895 | a differentiated anti-TSLP monoclonal antibody candidate designed for the treatment of severe asthma, COPD, and other potential indications Designed for twice-annual dosing, which we believe has potential to significantly 1 improve patient adherence, compared to Q4W dosing for tezepelumab

  21. Slide 21: TEZSPIRE is establishing itself as the leading biologic in asthma

    GB-0895 TEZSPIRE is establishing itself as the leading biologic in asthma with significant expansion potential TEZSPIRE Annual Global Revenue, USD Millions1 Analyst Consensus Peak ▪ TEZSPIRE achieved >20% New-to-brand prescription (NBRx) asthma segment share in the U.S. Sales2 in its first commercia

  22. Slide 22: Strong impact and potential for longer-acting therapies across immunology

    GB-0895 Strong impact and potential for longer-acting therapies across immunology 1 Long-acting market proof in I&I 2 Physician pull toward Q6M 3 Adherence is a value driver Longer dosing intervals already lead in PsO Q26W wins over both monthly and quarterly Low biologic adherence is linked to wors

  23. Slide 23: Longer-acting therapies have demonstrated repeated commercial success

    GB-0895 Longer-acting therapies have demonstrated repeated commercial success across a variety of indications IL-23 Market (PsO) Anti-VEGF (wAMD) Tremfya (Q8W) Skyrizi (Q12W) Lucentis (Q4W) Eylea (Q8W) $50 $14 Annual Sales ($M) Annual Sales ($M) $40 $12 $10 $30 $8 $20 $6 $4 $10 $2 $0 $0 2018 2019 20

  24. Slide 24: First known next-gen TSLP product in severe asthma to start Ph3

    GB-0895 The 1st known next-gen TSLP product in severe asthma to start Ph3 2024 2025 2026 2027 Q1 Q2 Q3 Q4 Q1 Q2 Q3 Q4 Q1 Q2 Q3 Q4 Q1 Q2 Q3 Q4 GB-0895 Phase 1: Mild-to-moderate asthma SOLAIRIA patients Ph3 Start GSK5784283 Projected Phase 2: Severe Asthma1 Ph. 3 Start1 WIN378 Phase 2: Severe Asthma2

  25. Slide 25: The best profile of any known TSLP targeting program

    GB-0895 The best profile1 of any known TSLP targeting program GB-0895 Attributes Half-Life Benchmark GB-0895 Data in Asthma Patients ~20x higher affinity GB-0895 ~98 days ~98-day half-life Ultra-high affinity vs Long half-life with dose-proportional PK tezepelumab GSK57842832 ~80 days 6 months of PD

  26. Slide 26: Potential to address multiple I&I indications

    GB-0895 The potential to address multiple I&I indications, with near-term opportunity in millions of potential patients with severe asthma and COPD INITIAL FOCUS EXPANSION OPPORTUNITIES 4 Severe Asthma COPD CSU 1.9M 3.1M Severe Food Allergy ~4.2M ~1.4M biologic-eligible patients1 biologic-eligible p

  27. Slide 27: Phase 1 clinical trial design

    GB-0895 Phase 1 clinical trial design OVERVIEW Part A: Single-ascending dose (SAD) | N=80 Cohort A6 ▪ Mild-to-moderate asthma Cohort A5 1200mg patients Cohort A4 600mg Accrued Cohort A3 300mg Accrued ▪ Subcutaneous administration Cohort A2 100mg Accrued Cohort A1 30mg Accrued ▪ Key Inclusion Criteri

  28. Slide 28: Phase 1 study: summary of outcomes

    GB-0895 Phase 1 study | summary of outcomes Phase 1 Study: N=96 in mild to moderate asthma patients ✓ PK: Long half-life (~98 days) showed sustained drug concentration for the full 6-month period PD: EOS, FeNO, IL-13, and IL-5 biomarkers indicated deep and sustained reductions ✓ over 6 months at 300

  29. Slide 29: Sustained reductions in blood eosinophils for 6 months

    GB-0895 A single subcutaneous administration of GB-0895 led to sustained reductions in blood eosinophils for 6 months at clinically-relevant doses Reductions in Blood Eosinophils (cell/uL) over 6 months Placebo (Pooled, N=23) GB-0895 10mg (N=7) Fold Ratio from Baseline GB-0895 30mg (N= 7) GB-0895 10

  30. Slide 30: Demonstrated suppression over months across four key biomarkers

    GB-0895 Demonstrated suppression over 6 months across four key biomarkers EOS FeNO Mean Change from Baseline Fold Ratio from Baseline Placebo (Pooled, N=23) GB-0895 100mg (N=13) GB-0895 300mg (N=13) Months Months GB-0895 600mg (N=10) IL-13 IL-5 GB-0895 1200mg (N=7) Fold Ratio from Baseline Fold Rati

  31. Slide 31: Single 300mg dose achieved similar changes as monthly tezepelumab

    GB-0895 Single dose of 300mg GB-0895 over 6 months achieved similar changes as prior published data for monthly 210mg doses of tezepelumab over 12 months across relevant PD biomarkers % Reduction in PD Biomarkers from Baseline Relative to Placebo EOS FeNO IL-5 IL-13 GB-0895 6-Month 51% 55% 74% 45% (

  32. Slide 32: GB-0895 was generally well tolerated

    GB-0895 GB-0895 was generally well tolerated Safety data are summarized by blinded cohort ▪ 80 subjects received a single dose of GB-0895 or placebo; followed ≥26 weeks ▪ Most common TEAEs by PT (≥15% incidence in all treatment groups): nasopharyngitis (42.5%), headache (21.3%), rhinitis (17.5%) ▪ 3

  33. Slide 33: SOLAIRIA 1 & 2: GB-0895 asthma Phase 3 trial design

    GB-0895 SOLAIRIA 1 & 2 | GB-0895 asthma Phase 3 trial design TRIAL DESIGN Parallel Replicate Phase 3 Studies: SOLARIA-1 and SOLAIRIA-2 Study at a Glance Dose 1 Dose 2 Primary Endpoint (AAER) Week 0 Week 26 Week 52 ▪ AAER primary endpoint ▪ FEV₁, AQLQ(S)12+, ACQ-6, symptoms N=786 per study GB-0895 ▪

  34. Slide 34: COPD is the largest untapped market in immunology

    GB-0895 COPD is estimated to be the largest untapped market in immunology and an opportunity to address significant burden of disease and mortality globally COPD Estimated Biologic-Eligible Population (US, EU5, JP)6 Prevalence 3.5M 3.0M 3.1M 3.0M >400 million cases1 2.5M 2.4M 2.4M 2.0M 1.9M >14 mill

  35. Slide 35: COPD represents a key growth driver for respiratory biologics

    GB-0895 COPD represents a key growth driver for respiratory biologics U.S. weekly new prescriptions by pulmonologists (NBRx) ▪ Dupixent and Nucala’s pulmonologists’ scripts indicate that they doubled new prescriptions in the quarter after COPD approval ▪ GB-0895 could have opportunity in an even bro

  36. Slide 36: Most COPD patients have no approved, effective biologics today

    GB-0895 Most COPD patients have no approved, effective biologics today — GB-0895 has potential to reach a broader patient population than DUPIXENT and NUCALA Estimated COPD Prevalence 100% COPD EOS >300 EOS 150-300 EOS <150 Eosinophils1 28% 44% 28% Chronic Other Phenotype2 Bronchitis 65% 35% Populat

  37. Slide 37: Tezepelumab Phase 2a COPD data suggested broad potential

    GB-0895 Tezepelumab Phase 2a COPD data suggested broad potential, including in the >150 EOS subgroup where there are no known biologics approved today >300 EOS >150 EOS 1 2 2 2 2 1 Tezspire Dupixent Dupixent Nucala Nucala Tezspire ▪ Tezepelumab’s Phase 2a (COURSE) (BOREAS) (NOTUS) (MATINEE) (METREX)

  38. Slide 38: Fully enrolled Phase 1b trial in moderate-to-severe COPD

    GB-0895 Fully enrolled Phase 1b trial in moderate-to-severe COPD patients Single-ascending dose (SAD) | N=40 Overview Cohort A2 ▪ Multicenter, randomized, Cohort A1 double-blind, placebo-controlled 600mg trial for PK/PD characterization 300mg Accrued Accrued ▪ Subcutaneous administration Preliminary

  39. Slide 39: Differentiated next-generation oncology applications in development

    Differentiated next- generation oncology applications in development Shown here, GB-43622026 | 39MMAE capturing

  40. Slide 40: GB-4362: An ADC payload neutralizer to minimize MMAE toxicity

    GB-4362 | An ADC payload neutralizer designed to minimize toxicity of MMAE- based ADCs and improve patient outcomes MMAE-based ADCs have transformed cancer care, with PADCEV projected to reach 1 ~$7B in G7 sales. However, premature MMAE release drives toxicities that can worsen outcomes 2 GB-4362 ca

  41. Slide 41: Supportive care approach to peripheral neuropathy in 1L mUC

    GB-4362 Differentiated supportive care approach to address peripheral neuropathy in 1L mUC patients treated with PADCEV + KEYTRUDA PADCEV G7 Sales Forecast: growth expected with continued Peripheral Neuropathy (PN) present across all 1L mUC patient strong adoption in 1L mUC and MIBC approval1 subset

  42. Slide 42: Sizeable opportunity in 1L mUC with expansion potential

    GB-4362 A sizeable opportunity in 1L mUC with expansion potential in combinations with other MMAE ADCs A sizable opportunity in 1L mUC PN impacts other MMAE ADCs across cancers3 PADCEV PN Rates (all GRs) G7 Treated ~ 45k TIVDAK® Patients1 Cervical Cancer 39% GB-4362 POLIVY® 50% - 85% DLBCL 40% Uptak

  43. Slide 43: Expansion opportunity in community and private practice settings

    GB-4362 Potential to unlock a significant expansion opportunity in community and private practice settings % of physicians treating >75% of their 1L mUC patients with PADCEV + KEYTRUDA ▪ EV + P carries a high, complex toxicity Academic 48% burden requiring active management. 1,2 Cisplatin Overlappin

  44. Slide 44: Preclinical data demonstrated reduction of MMAE and toxicity

    GB-4362 Preclinical data demonstrated reduction of MMAE & associated toxicity In vitro, GB-4362 blocked MMAE, and not ADC In mouse, GB-4362 did not impact EV’s efficacy at clinically cytotoxicity relevant MMAE reduction levels GB-4362 + MMAE Isotype (Negative control) MMAE reduction ≥ ~85% (Positive

  45. Slide 45: Upcoming studies to characterize GB-4362

    GB-4362 Upcoming studies to characterize GB-4362 in the context of treating MMAE-related toxicities Phase 1 Dose Escalation Dose Expansion Cohort 3 Cohort 4 Cohort 2 Dose Level 3 Dose Level X Cohort 1 Dose Level 2 Dose Level 1 ▪ Enroll 1L metastatic or advanced urothelial carcinoma patients treated

  46. Slide 46: GB-5267: IL-18 armored MUC16 CAR T for ovarian cancer

    GB-5267 | IL-18 armored MUC16 CAR T in development for advanced ovarian cancer CAR T therapies have transformed treatment of hematologic malignancies but 1 success in solid tumors limited by the complexity of the tumor microenvironment GB-5267 designed to overcome these barriers: engineered, IL-18 a

  47. Slide 47: Opportunity in advanced ovarian cancer supported by preclinical data

    GB-5267 Opportunity in advanced ovarian cancer and further development supported by preclinical data Ovarian Ovarian Cancer (Stage III&IV) In vivo efficacy demonstrated in orthotopic Cancer1 ~ 66%2 tumor model (OVCAR3 [MUC16+]) Platinum- MUC16 Incidence 5-yr Survival3 Resistant ORR Expression 4 (Cur

  48. Slide 48: Phase 1 dose-escalation study in platinum-resistant ovarian cancer

    GB-5267 Phase 1, open-label, dose-escalation study evaluating the safety and tolerability in platinum-resistant ovarian cancer Phase 1 Dose Escalation Dose Expansion Cohort X Dose Level X Early PoC cohort Cohort 3 MTD determined during dose escalation Cohort 2 Dose Level 3 Dose Level 2 Cohort 1 Dose

  49. Slide 49: Accelerating and Expanding our impact through BD

    Accelerating and Expanding our impact through BD ▪ Announced Jan 2022 ▪ Announced Sept 2024 ▪ 2 separate oncology-focused ▪ Expanded toward a 6th program ▪ $65m in total upfront payment, co-development collaborations in Jan 2024 (initial 5 target scope) inclusive of a $15m equity ▪ With MDACC in Apr

  50. Slide 50: Key Company Highlights

    Advancing Clinical Development ▪ 5 computationally engineered clinical stage molecules ▪ Phase 3 initiated anti-TSLP mAb (6-monthly dosed single SubQ injection) Robust and Attractive Pipeline ▪ Catalyst-rich pipeline over the next 12-24 months Technology Leadership — Computational and Bio-hardware ▪

  51. Slide 51: This is Generate.

    \}\. & = This is Generate. ) A iis " / Lz e

Generate Biomedicines — Investor Presentation (June 2026) on 6ix