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Head-to-head · AI Drug Discovery Software

Pharma.AI vs Boltzmann Labs

  • Updated Oct 2026
  • Both researched from official sources
  • 5 checks side by side
Higher score Pharma.AI #2 in AI Drug Discovery Software 8.8/10 Pricing on request ✓ 4 of 4 features Contact Insilico
Boltzmann Labs #7 in AI Drug Discovery Software 7.7/10 Free plan Free plan✓ 2 of 4 features Visit Boltzmann Labs

Pharma.AI leads on 0 checks, Boltzmann Labs on 0, and 5 are even. Who comes out ahead on the 5 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.

Our verdict

  • Highest scorePharma.AI · 8.8/10
  • Free planonly Boltzmann Labs
  • Most featuresPharma.AI · 4 of 4

Pharma.AI scores higher on our rubric for ai drug discovery software: 8.8 against 7.7 out of 10; our editors rank them #2 and #7.

Pharma.AI is the better fit for teams seeking a broad discovery and research suite. Boltzmann Labs is the better fit for teams wanting broad molecular design and prediction tools.

  • Pharma.AI fits best

    Teams seeking a broad discovery and research suite

  • Boltzmann Labs fits best

    Teams wanting broad molecular design and prediction tools

Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.

Side by side

Feature Pharma.AI 8.8/10 Visit ↗ Boltzmann Labs 7.7/10 Visit ↗
At a glance
Editor score 8.8 7.7
Ranking #2 in AI Drug Discovery Software #7 in AI Drug Discovery Software
Best for Teams seeking a broad discovery and research suite Teams wanting broad molecular design and prediction tools
Pricing model Paid Free plan + paid
Starting price Pricing on request —
Free plan Not checked yet ✓ (best)
Free trial — —
Deployment Cloud Cloud, Self-hosted
Platforms Web Web
Support Email Email, Phone · 24/7
Built for Mid-market, Enterprise Small business, Mid-market, Enterprise
Features Pharma.AI 4/4 · Boltzmann Labs 2/4
Target identification ✓ ✓
Molecule design ✓ ✓
Drug repurposing ✓ (best) Not checked yet
Research publications ✓ (best) Not checked yet
Specs
Discovery scope Suite Suite
Deployment options Not checked yet Both
Our review
Pros
  • Analyzes multi-omics and text evidence for target prioritization
  • Supports small-molecule and biologics design and optimization
  • Includes repositioning, clinical-trial prediction and research workflows
  • Covers small-molecule design, ADMET, docking and virtual screening
  • Includes protein, antibody, enzyme, peptide and RNA design tools
  • Offers web and API access, cloud or self-hosted deployment, and LIMS integration
Cons
  • Pricing requires contacting Insilico Medicine
  • Access is cloud-based, with web listed as the platform
  • Broad scope may not suit teams seeking a focused single-stage tool
  • Plan details are credit-based, with capabilities varying by plan
  • Enterprise credits are custom rather than a fixed amount
  • Published INR prices lack a billing period and billing unit
Our verdict

Pharma.AI is Insilico Medicine’s commercial software suite for pharmaceutical research and development. It is aimed at mid-market and enterprise R&D teams that want computational support across multiple stages of discovery. PandaOmics…

Read the review →

Boltzmann Labs is a web-based AI drug discovery suite for pharmaceutical and biotechnology research teams seeking tools across molecular design and prediction. Its scope runs from small-molecule generation, lead optimization and ADMET…

Read the review →
  1. Pharma.AIAI Drug Discovery Software 8.8Pricing on request
  2. Boltzmann LabsAI Drug Discovery Software 7.7Free plan

Strengths and trade-offs

  • Pharma.AI — where it wins

    • Analyzes multi-omics and text evidence for target prioritization
    • Supports small-molecule and biologics design and optimization
    • Includes repositioning, clinical-trial prediction and research workflows

    Where it doesn't

    • Pricing requires contacting Insilico Medicine
    • Access is cloud-based, with web listed as the platform
    • Broad scope may not suit teams seeking a focused single-stage tool

  • Boltzmann Labs — where it wins

    • Covers small-molecule design, ADMET, docking and virtual screening
    • Includes protein, antibody, enzyme, peptide and RNA design tools
    • Offers web and API access, cloud or self-hosted deployment, and LIMS integration

    Where it doesn't

    • Plan details are credit-based, with capabilities varying by plan
    • Enterprise credits are custom rather than a fixed amount
    • Published INR prices lack a billing period and billing unit

More comparisons

All AI drug discovery software comparisons → · Full ranking →

Guides on AI drug discovery software

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated · How we research and update