run first. pay when you outgrow it.
the guest tier runs allowlisted GPU tools with no account and no card — for a person in the browser, or an agent posting to /api/v1/orchestrate with no key at all. a free Seed account keeps what it makes and adds 500 credits a month, an api key, the CLI, and 50+ scientific databases. paid plans start at $20/month and buy throughput — the full tool set, more concurrent jobs, deeper AI reasoning, and priority queue.
start free. move up when a run needs more.
individual plans
Seed
For students and curious researchers — explore structure prediction and 50+ databases at zero cost.500 credits / month
≈ 10 folding jobs or 50 property predictionsSearch 50+ databases, fold proteins, dock molecules, and screen for drug-likeness — a complete target exploration workflow at zero cost.
Features:
500 credits/month
500 credits/monthRoughly 10 folding jobs or 50 property predictions per monthCore workflows: folding, docking, property prediction
Core workflows: folding, docking, property predictionStructure prediction, binding analysis, and property profiling included at no costPocket detection & drug-likeness screening
Pocket detection & drug-likeness screeningBinding pocket detection plus Lipinski, Veber, and PAINS filters50+ scientific databases included
50+ scientific databases includedInstant queries across chemistry, genomics, clinical trials, regulatory, and protein databases — no credits consumedivybloom CLI + harness SDK
ivybloom CLI + harness SDKFull terminal UI, scriptable batch processing, and session runtime for building custom integrations3 model families
3 model familiesRoute between 3 model families; every model is billed at provider cost plus one flat upcharge3 concurrent jobs
3 concurrent jobsRun 3 analyses in parallel; additional jobs queue automatically
Grow
For grad students and postdocs running their first hit-discovery campaign.5,000 credits / month
≈ 100 folding runs or 20 full docking campaignsRun GPU-accelerated folding, generate novel molecules, and produce publication-ready reports — complete hit discovery campaigns.
Features:
Everything in Seed, plus:
Everything in Seed, plus:All Seed capabilities carry over — nothing is removed when you upgrade5,000 credits/month
5,000 credits/monthEnough for ~100 folding runs or ~20 full docking campaigns per monthGPU-accelerated folding & structure prediction
GPU-accelerated folding & structure predictionMulti-chain folding, co-folding, and GPU-accelerated structure predictionGenerative molecular design workflows
Generative molecular design workflowsDe novo molecule generation, protein sequence design, and lead optimization4 model families
4 model families4 model families to route betweenPDF/DOCX export, literature passports
PDF/DOCX export, literature passportsPublication-ready documents and automated literature review reports5 concurrent jobs
5 concurrent jobsRun 5 analyses in parallel; additional jobs queue automatically
Flourish
For active researchers running parallel campaigns across structure, omics, and design.15,000 credits / month
≈ 300 folding runs or 60 full campaignsDesign proteins, run spatial omics, execute PROTAC workflows, and generate safety & patent reports — full translational research pipelines.
Features:
Everything in Grow, plus:
Everything in Grow, plus:All Grow capabilities carry over — nothing is removed when you upgrade15,000 credits/month
15,000 credits/monthSupports high-throughput screening: ~300 folding runs or ~60 full campaignsFull protein design & PROTAC workflows
Full protein design & PROTAC workflowsPeptide engineering, antibody design, and targeted protein degradation pipelinesSpatial omics, oncology & lab automation
Spatial omics, oncology & lab automationSpatial transcriptomics, tumor profiling, and robotic liquid-handling protocols5 model families
5 model families5 model families to route betweenPPTX/bulk export, safety & patent passports
PPTX/bulk export, safety & patent passportsSlide decks, batch downloads, plus safety and patent landscape reports10 concurrent jobs, priority queue
10 concurrent jobs, priority queue10 parallel analyses with Level 2 priority — typically 2–3× faster than standard
Thrive
For lead researchers running parallel pipelines at production scale.50,000 credits / month
≈ 1,000 folding runs or 200 full campaignsEverything in Flourish with high-throughput capacity — built for power users running parallel campaigns.
Features:
Everything in Flourish, plus:
Everything in Flourish, plus:All Flourish capabilities carry over — nothing is removed when you upgrade50,000 credits/month
50,000 credits/monthEnterprise-grade throughput: ~1,000 folding runs or ~200 full campaigns15 concurrent jobs, priority 3
15 concurrent jobs, priority 315 parallel analyses with Level 3 priority — near-instant queue placementDedicated support
Dedicated supportDirect email channel with response within 1 business day
team & enterprise
Team
For collaborating labs that need shared workspaces and per-seat credits.10,000 credits / seat
Per-seat allocation; unused credits don't transfer between seatsThrive-level capabilities for every seat with shared workspaces, role-based access, and org-wide usage dashboards.
Features:
Thrive features, plus:
Thrive features, plus:Full Thrive capabilities for every seat — nothing is removed10,000 credits/seat
10,000 credits/seatEach team member gets their own allocation; unused credits don't transfer between seatsTeam invitations & member management
Team invitations & member managementInvite by email, assign roles (admin/member/viewer), and remove seats anytimeShared workspace & projects
Shared workspace & projectsCollaborative project spaces where team members can view and build on each other's resultsOrg-level usage dashboard
Org-level usage dashboardTrack credit consumption, job counts, and active users across the organization3 concurrent jobs
3 concurrent jobsRun 3 analyses in parallel; additional jobs queue automatically
Enterprise
For organizations that need single sign-on, provisioning, and audit logs on top of the full catalog.Tailored to your organization. Contact us for a quote.
The same tools as Flourish, with the organization layer on top: single sign-on through your identity provider, SCIM provisioning, exportable audit logs, and an uptime SLA.
Features:
Everything in Team, plus:
Everything in Team, plus:Full Team capabilities, with the organization layer on top. No tool is enterprise-onlySSO via Okta, Azure AD, Google Workspace or OneLogin
SSO via Okta, Azure AD, Google Workspace or OneLoginMembers sign in through your existing identity providerSCIM user & group provisioning
SCIM user & group provisioningYour identity provider creates, updates and deactivates members and groupsAudit-log export (CSV/JSON) with hash verification
Audit-log export (CSV/JSON) with hash verificationExport admin audit logs for a date range, and verify a report against its recorded hashUnlimited concurrent jobs
Unlimited concurrent jobsNo cap on parallel analysesUptime SLA & level 4 queue priority
Uptime SLA & level 4 queue priorityAn uptime and latency SLA, and the highest queue priority
moving up buys throughput and reach. which workflows each plan runs is in the matrix below; models, exports, api and support, feature by feature, are in plans and tiers in the docs.
compare every feature, plan by planwhat each plan adds, workflow by workflow.
| Capability | Seed $0/mo | Grow $20/mo | Flourish $60/mo | Thrive $200/mo | Team $40/seat/mo | Enterprise Contact Us |
|---|---|---|---|---|---|---|
Explore | ||||||
7 workflows each plan adds the ones below it keeps | +6 Literature search, Compound databases, Protein & gene databases, Clinical & regulatory, Genomic databases, Entity extraction | included | +1 Licensed cohort data | included | included | included |
Analyze | ||||||
9 workflows each plan adds the ones below it keeps | +5 ADMET profiling, Safety screening, Cheminformatics, Biostatistics, Retrosynthesis | +3 GPU-accelerated scoring, Target identification, PK/PD modeling | +1 Batch analysis | included | included | included |
Predict | ||||||
7 workflows each plan adds the ones below it keeps | +2 Structure prediction, Molecular docking | +2 Multi-chain folding, Variant scanning | +3 Binding refinement, Molecular dynamics, Crystallography | included | included | included |
Design | ||||||
9 workflows each plan adds the ones below it keeps | +3 Fragment chemistry, Cloning design, Antibody annotation | +3 Generative molecules, Sequence design, Gene therapy | +3 Protein engineering, Antibody engineering, Targeted degradation | included | included | included |
Omics & Clinical | ||||||
19 workflows each plan adds the ones below it keeps | +2 RNA-seq QC, CRISPR guide design | +9 Differential expression, Variant calling, Epigenomics, Metagenomics, Bioinformatics pipelines, Single-cell analysis, Proteomics & metabolomics, Cytometry, Clinical trial modeling | +8 Spatial omics, Oncology, Cell therapy, 3D genome, Systems biology, Single-cell dynamics, Pathology & medical imaging, Statistical genetics | included | included | included |
Reports & Automation | ||||||
9 workflows each plan adds the ones below it keeps | +2 Basic passports, Standard export | +3 Literature passports, Document export, Workflow management | +3 Advanced passports, Bulk export, Lab automation | included | included | +1 API export |
Platform & Support | ||||||
Monthly Credits Computational credits per month | 500 | 5,000 | 15,000 | 50,000 | 10,000/seat | Custom |
Concurrent Jobs Simultaneous job submissions | 3 | 5 | 10 | 15 | 3 | Unlimited |
Model Families AI model provider families you can route to | 3 | 4 | 5 | 5 | 5 | 5 + custom |
Priority Queue Job processing priority level | – | Level 1 | Level 2 | Level 3 | Level 2 | Level 4 |
Export Formats Available export formats | JSON, CSV, MD | PDF, DOCX | PPTX, Bulk | All formats | All formats | All + Raw API |
ivybloom CLI Terminal UI and scriptable access | included | included | included | included | included | |
REST API (api key) Every account can create a key, free Seed included | included | included | included | included | included | |
Team Workspace Shared projects and member management | – | – | – | – | included | |
SSO & SCIM SSO via Okta, Azure AD, Google Workspace or OneLogin, plus SCIM provisioning | – | – | – | – | – | |
Support Support level | Community | Priority | Dedicated | Priority | Dedicated | |
Thrive runs the same workflows as Flourish. what moving up to Thrive changes: monthly credits, concurrent jobs, priority queue, export formats and support.
student plan
verified .edu students get enhanced access — free.
- Grow-equivalent workflow access
- 3,000 credits/month
- 4 model families
- GPU-accelerated folding & generative design
- Verified .edu required, no payment
before you pay.
research credits are used to run AI models and computational analyses. each tool consumes different amounts of credits based on computational complexity.
you can store your own provider key in Settings → AI Preferences (or via the CLI) today. a key does not unlock model families outside your plan. model calls that run on your own key skip the platform markup. they are still metered in research credits, at the provider's cost.
yes. you can upgrade or downgrade your plan at any time. upgrades take effect immediately, while downgrades apply at the next billing cycle.
credits reset monthly on subscription plans. need more? buy a credit pack and spend it as you go — no subscription, no bill after the fact.
we accept all major credit cards (Visa, MasterCard, American Express) and can arrange invoicing for enterprise customers.
you can start without one. the guest tier runs allowlisted GPU tools with no account and no card — in the browser, or for an agent posting to /api/v1/orchestrate with no key. a free Seed account then adds 500 credits a month, an api key, and 50+ scientific databases. upgrade only when you outgrow it.
we offer a 14-day money-back guarantee for all paid plans. if you're not satisfied, contact us for a full refund.
what every plan runs on.
- record
signed-in runs from the web app, the terminal, curl or MCP leave a tamper-evident record you can check, and so does a guest chat, from the browser tab it is open in, while the guest session lasts.
it detects modification; it does not prevent it, and it is not access control.
- transport
encrypted in transit: TLS encryption on all connections.
- licence
FSL-1.1-Apache-2.0 licensed; source release planned.
read the licence - compute
serverless GPU: auto-scaling compute on demand.
enterprise
need something custom?
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