Agentic Index
Owkin vs Potato (2026)
Owkin last verified ·Potato last verified
Owkin and Potato both sell AI to life science research teams, and they work at different depths. That verdict is the Agentic Index coverage score, graded from each vendor's own published materials.
Owkin's K Pro orchestrates specialized agents and skills over Owkin's multimodal patient data and the customer's own data and tools, with traceable runs, SSO and on premises or customer cloud deployment. K Pro Free runs on public datasets, and Professional is sold by demo. Potato is an AI workspace that reviews literature, builds research plans and protocols and, in early access, designs plate based assay experiments round by round. Its Open Access plan is free, and Potato+ is $1,500 a month by early access request. Choose Owkin for agents over patient data inside your own environment. Choose Potato for literature, protocols and experiment design at the bench.
This comparison is published by Agentic Index, an independent agentic AI vendor research platform. Owkin and Potato are each graded against the same 14 capability Agentic Index taxonomy, from the vendor's own public materials under the Agentic Index verification standard, alongside 1,084 researched vendors. No vendor pays for placement and no vendor has reviewed this page. How this evidence is graded
Choose Owkin if
- Agents should work over multimodal patient data as well as your own data and tools.
- Deployment must be on premises or in your own cloud.
- Every run should be traceable, behind single sign on.
Choose Potato if
- The work is literature review, research plans and protocols.
- You want help designing assay experiments round by round.
- You want to start free and add a paid plan only when needed.
| Feature | O Owkin |
P Potato |
|---|---|---|
| Action & orchestration | ||
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Integrations & Tool Calling Ability to connect agents to real systems through native integrations, OAuth-authenticated actions, custom tools, APIs, webhooks, or MCP-compatible tools. |
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OwkinIntegrations & Tool Calling K Pro connects to customer systems registered as MCP servers, Owkin-provided wrappers or the customer's own, naming Benchling and Dotmatics for assay data, Snowflake, S3, Databricks and GCS for queries, KNIME and Pipeline Pilot as pipelines and Spotfire and Tableau for writing outputs, with per-tool authorization through OIDC, SAML, service accounts or API keys. Sourcedocs.owkin.com/connect-and-integrate/mcp-and-agent-toolsread 2026-09-29 |
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PotatoIntegrations & Tool Calling The live tools work on papers and documents the user uploads. The Optimizer prepares protocols, plate maps, worklists and robotics scripts as files for the lab to run. Robot and instrument integration comes only with the Enterprise plan, which is available by early access request. On the open plans, Potato takes no action in lab or business systems. Sourcepotato.ai/pricingread 2026-09-28 |
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Workflow Orchestration Ability to sequence, branch, retry, route, and combine deterministic workflow nodes with autonomous agent steps. |
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OwkinWorkflow Orchestration One orchestrating agent routes each request to specialized agents (Multi-Omics, Consensus, Literature Review, Prior Knowledge, Pathology Explorer, Plotter, Code Execution, Discoverability), runs parallel autonomous sub-agents on different angles, and follows skills that encode multi-step workflows. Sourcedocs.owkin.com/what-you-can-do-with-k-pro/how-k-pro-worksread 2026-09-29 |
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PotatoWorkflow Orchestration The Optimizer runs a fixed define, design, prepare and learn loop in which each round's results guide the next, with Bayesian optimization on PotatoPro. It is in early access by request. Potato names no branching, conditions or flow that the customer composes. Sourcepotato.ai/productsread 2026-09-28 |
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Triggers & Channel Coverage How agents wake up and where they work: schedules, webhooks, message events, CRM events, inbox events, chat, email, voice, and collaboration tools. |
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OwkinTriggers & Channel Coverage Work starts when a scientist asks in chat, when a job is submitted through the REST API, or when K Pro is called over MCP from the user's own systems. K Pro is not designed to start actions on its own and cannot operate without authenticated users, so nothing starts work on a schedule or event. Sourceowkin.com/k-os/k-pro-faqread 2026-09-29 |
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PotatoTriggers & Channel Coverage Work starts in Potato's own workspace when a scientist opens a tool or brings a round's results back to the Optimizer for the next design. Potato names no schedule, event or inbound channel that starts the agent on its own. Sourcepotato.ai/productsread 2026-09-28 |
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| Knowledge & context | ||
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Knowledge Grounding & RAG Ability to ground agent behavior in company data through document ingestion, retrieval, external knowledge APIs, semantic search, or RAG layers. |
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OwkinKnowledge Grounding & RAG A data catalog Owkin maintains, with Owkin managed datasets including MOSAIC spatial and multiomics data, a 104 hospital patient data network and 19 public datasets, joins the customer's own data, which can stay in the customer's infrastructure, move into an Owkin managed environment or be queried in Databricks or Snowflake. Retrieval augmented generation checks that cited sources are genuine. Sourcedocs.owkin.com/integrate-your-data/connecting-your-data-sourcesread 2026-09-29 |
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PotatoKnowledge Grounding & RAG Literature Sets bring the team's scientific papers and private documents into one place for Paper Review and Document Comparison, and Potato turns papers, protocols, goals and assumptions into structured models that ground experiment design. Sourcepotato.ai/technologyread 2026-09-28 |
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Memory & State Persistence Ability to persist context across a run, conversation, workflow, user, team, or longer-term memory layer. |
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OwkinMemory & State Persistence Chat history is saved per user and organization and project workspaces persist, which carries conversation state forward. No other memory that agents keep between conversations is described, and skills are instructions people write. Sourceowkin.com/k-os/k-pro-faqread 2026-09-29 |
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PotatoMemory & State Persistence Tater stores artifacts in a structured format as a medium term memory that it retrieves by key within its work, in Potato's account of building the agent. For the product customers use, Potato states no scope or lifetime for any memory. Sourcepotato.ai/press/how-to-build-an-ai-agentread 2026-09-28 |
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| Control & trust | ||
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Human Oversight & Guardrails Approval steps, consent checkpoints, escalation rules, structured guardrails, policy constraints, and pause/resume controls. |
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OwkinHuman Oversight & Guardrails Agentic behavior is bounded by role based permissions, per-tool authorization and safety checks, and custom skills pass a publish-and-review lifecycle before use. Customers set these limits themselves, and no approval step before an agent's action takes effect is described. Sourceowkin.com/k-os/k-pro-faqread 2026-09-29 |
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PotatoHuman Oversight & Guardrails Research plans and protocols come back as drafts the team reviews and refines. Before outputs are handed off, Potato checks calculations, material lineage, volume limits, well capacity, step order and required controls against explicit constraints. It names no approval step inside the product before an action runs. Sourcepotato.ai/technologyread 2026-09-28 |
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Security, Identity & Governance RBAC, SSO, auditability, encryption, least-privilege tool access, compliance posture, and data handling policy. |
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OwkinSecurity, Identity & Governance Sign in runs through SSO over SAML 2.0 and OIDC with Okta, Entra ID and Cognito, and role based permissions and least privilege roles are enforced across direct calls and calls made through MCP. Owkin holds ISO 27001:2022 (and ISO 13485:2016) and runs a Vanta trust center. Sourcedocs.owkin.com/connect-and-integrate/sso-and-authenticationread 2026-09-29 |
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PotatoSecurity, Identity & Governance Potato names no attestation, SSO, roles or permissions. Sourcepotato.ai/trustread 2026-09-28 |
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Observability & Auditability Traces, logs, execution histories, metrics, audit events, and debugging detail for production agent behavior. |
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OwkinObservability & Auditability Each run shows the prompt and session context, the tools invoked and data services queried, and a step by step orchestration trace. All events go to an audit trail with request tracing from end to end, LLM usage is logged and the order of tool calls can be traced, with records kept separate for each customer. Sourcedocs.owkin.com/governance-and-security/model-governance/explainability-and-traceabilityread 2026-09-29 |
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PotatoObservability & Auditability Tater, the agent Potato describes building, ends each session with a summary report built from the full history and artifacts. Potato does not say customers receive that record. Its checks verify calculations and material lineage, and it describes no run log. Sourcepotato.ai/press/how-to-build-an-ai-agentread 2026-09-28 |
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Deployment & Data Residency Deployment modes and options, including SaaS, dedicated cloud, VPC, on-prem, hybrid, local runtime, and self-hosting. |
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OwkinDeployment & Data Residency K Pro deploys as an Owkin hosted, single tenant SaaS or in a dedicated cloud environment in the customer's own AWS, Azure or GCP organization (BYOC, with a least privilege role across accounts), and the Professional tier offers on premise or client instance deployment behind the customer's firewall. Hosting regions are not named. Sourcedocs.owkin.com/governance-and-security/infrastructure-and-hostingread 2026-09-29 |
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PotatoDeployment & Data Residency The Enterprise plan includes dedicated or private deployment, but it is available only by early access request. The other plans are hosted, and no hosting region is published. Sourcepotato.ai/pricingread 2026-09-28 |
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| Solution readiness | ||
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Prebuilt Agents, Templates & Packs Ready-made workflows, packaged employees, templates, blueprints, industry solutions, and role-specific agents that reduce time-to-value. |
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OwkinPrebuilt Agents, Templates & Packs Skills certified by Owkin and skills drawn from key opinion leaders (KOLs) ship as prepackaged workflows of several steps, beside eight named specialized agents, each with its own job. A use cases library covers target identification, indication prioritization, drug positioning, and literature and patent review. Sourcedocs.owkin.com/what-you-can-do-with-k-pro/how-k-pro-worksread 2026-09-29 |
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PotatoPrebuilt Agents, Templates & Packs Ready made tools each do their own job. Literature Sets, Paper Review, Document Comparison, Research Plan and Protocol Builder are live on the free plan. The Optimizer for plate based assays is in early access, and design packs and automation packages are sold as add ons. Sourcepotato.ai/technologyread 2026-09-28 |
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| Platform extensibility | ||
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Model Flexibility & Routing Ability to work across multiple foundation models, route tasks to different models, or let buyers bring their own providers and keys. |
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OwkinModel Flexibility & Routing K Pro reasons through an enterprise LLM that can be substituted according to need, beside Owkin's own OwkinZero and Pathology Explorer models. No provider is named and who makes the substitution is not stated. Sourceowkin.com/k-os/k-pro-architectureread 2026-09-29 |
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PotatoModel Flexibility & Routing Language models interpret papers, protocols and goals, and deterministic algorithms do the quantitative work. Potato names no model provider and offers no model choice. Sourcepotato.ai/technologyread 2026-09-28 |
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APIs, SDKs & MCP Extensibility Composability layer: stable APIs, SDKs, MCP tool consumption/serving, custom tools, and integration into internal systems. |
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OwkinAPIs, SDKs & MCP Extensibility A public REST API for K Pro supports job submission, status polling and result retrieval as structured JSON with provenance, authenticated by API keys or service accounts, and MCP integration lets K Pro be called from a user's existing internal systems. The list of endpoints is not published. Sourcedocs.owkin.com/connect-and-integrate/api-documentationread 2026-09-29 |
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PotatoAPIs, SDKs & MCP Extensibility No API, SDK, MCP server or developer page is published. The agents first environment Potato describes is how its own agent uses its tools, not an interface for customers. Sourcepotato.ai/technologyread 2026-09-28 |
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Testing, Debugging & Optimization Testing, debugging, scoring, retries, fallbacks, quality gates, and optimization loops for improving agent workflows before and after deployment. |
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OwkinTesting, Debugging & Optimization Skills carry success criteria with a quality threshold, validation and reproducibility checks and an example execution, and output must pass schema validation. Custom skills are versioned and promoted through a publish and review process, so each workflow the agents follow is checked before it goes into use. Sourcedocs.owkin.com/what-you-can-do-with-k-pro/writing-reproducible-skillsread 2026-09-29 |
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PotatoTesting, Debugging & Optimization In building Tater, Potato used an LLM as judge rubric that scores each session on completion, correctness and efficiency. Potato does not say customers receive or run that scoring. The product's own checks verify calculations and constraints before hand off. Sourcepotato.ai/press/how-to-build-an-ai-agentread 2026-09-28 |
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| Specialist automation | ||
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Browser & Computer Use Browser, desktop, or remote/local computer control for workflows that cannot be handled through stable APIs alone. |
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OwkinBrowser & Computer Use No browser, desktop or computer control is described, and K Pro runs the code it generates in a sandbox. Sourceowkin.com/k-os/k-pro-architectureread 2026-09-29 |
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PotatoBrowser & Computer Use Documents, protocols and robotics scripts are produced in Potato's own workspace. Potato describes no browser, desktop or computer control. Sourcepotato.ai/productsread 2026-09-28 |
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Pricing snapshot
Sourced from the Index pricing dataset · open each vendor's profile for full detail.
| Pricing | O Owkin |
P Potato |
|---|---|---|
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Entry price Lowest public entry point |
K Pro Free runs on public data at no cost. Professional is sold through a demo, and no price is published. | Open Access free; Potato+ $1,500 per month by early access request |
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Pricing confidence How public the numbers are |
Contact only | Public, exact |
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Billing Primary billing axis |
No billing unit is published. The Free tier runs within usage limits, and Professional is sold through a sales engagement. | per plan per month with yearly Optimizer project and design round allowances; add on packs |
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Variable cost Workload / overage exposure |
High variable cost | High variable cost |
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Free tier / trial Try before you buy |
Free tier
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Free tier
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Buying motion Self-serve vs sales call |
Sales call | Mixed |
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Pricing verified When this pricing was last checked |
Owkin's only public price is its free tier on public datasets.
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