Agentic Index
Defog.ai vs Seek AI (2026)
Defog and Seek AI both built enterprise text to SQL engines, and both now carry ownership context a buyer must check: Seek was acquired by IBM in June 2025, expected to sit within the watsonx portfolio, sold contact based as a Snowflake Native App, managed service, or embedded agent, while Defog offers a free plan with API access, third party listings citing paid plans from about 599 dollars a month with on premises options, and a 2025 merger or acquisition event adding its own uncertainty. Both warrant direct confirmation of roadmap and terms; technically, Defog's on prem and API first posture suits embedders, Seek's Snowflake native delivery suits warehouse centric enterprises.
| At a glance | Defog.ai | Seek AI |
|---|---|---|
| Category | Data analyst agent | Data analyst agent |
| Entry price | Free plan (API access); paid from ~$599/mo (third party) | Custom enterprise (contact sales) |
| Free / trial | — | — |
| Pricing confidence | public partial | contact only |
| Feature |
D
Defog.ai
|
S
Seek AI
|
|---|---|---|
| Action & orchestration | ||
|
Integrations & Tool Calling Ability to connect agents to real systems through native integrations, OAuth-authenticated actions, custom tools, APIs, webhooks, or MCP-compatible tools. |
Partial | Full / Explicit |
|
Workflow Orchestration Ability to sequence, branch, retry, route, and combine deterministic workflow nodes with autonomous agent steps. |
Partial | Partial |
|
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. |
Partial | Partial |
| Knowledge & context | ||
|
Knowledge Grounding & RAG Ability to ground agent behavior in company data through document ingestion, retrieval, external knowledge APIs, semantic search, or RAG layers. |
Partial | Full / Explicit |
|
Memory & State Persistence Ability to persist context across a run, conversation, workflow, user, team, or longer-term memory layer. |
Partial | Partial |
| Control & trust | ||
|
Human Oversight & Guardrails Approval steps, consent checkpoints, escalation rules, structured guardrails, policy constraints, and pause/resume controls. |
Partial | Partial |
|
Security, Identity & Governance RBAC, SSO, auditability, encryption, least-privilege tool access, compliance posture, and data handling policy. |
Partial | Full / Explicit |
|
Observability & Auditability Traces, logs, execution histories, metrics, audit events, and debugging detail for production agent behavior. |
Partial | Partial |
|
Deployment & Data Residency Deployment modes and options, including SaaS, dedicated cloud, VPC, on-prem, hybrid, local runtime, and self-hosting. |
Full / Explicit | Full / Explicit |
| Solution readiness | ||
|
Prebuilt Agents, Templates & Packs Ready-made workflows, packaged employees, templates, blueprints, industry solutions, and role-specific agents that reduce time-to-value. |
No / Not documented | Partial |
| Platform extensibility | ||
|
Model Flexibility & Routing Ability to work across multiple foundation models, route tasks to different models, or let buyers bring their own providers and keys. |
No / Not documented | Partial |
|
APIs, SDKs & MCP Extensibility Composability layer: stable APIs, SDKs, MCP tool consumption/serving, custom tools, and integration into internal systems. |
Full / Explicit | Full / Explicit |
|
Testing, Debugging & Optimization Testing, debugging, scoring, retries, fallbacks, quality gates, and optimization loops for improving agent workflows before and after deployment. |
Full / Explicit | Partial |
| Specialist automation | ||
|
Browser & Computer Use Browser, desktop, or remote/local computer control for workflows that cannot be handled through stable APIs alone. |
No / Not documented | No / Not documented |
Pricing snapshot
Sourced from the Index pricing dataset · open each vendor's profile for full detail.
| Pricing |
D
Defog.ai
|
S
Seek AI
|
|---|---|---|
|
Entry price Lowest public entry point |
Free plan (API access); paid from ~$599/mo (third party) | Custom enterprise (contact sales) |
|
Pricing confidence How public the numbers are |
Public — partial | Contact only |
|
Billing Primary billing axis |
— | — |
|
Variable cost Workload / overage exposure |
Medium variable cost | Medium variable cost |
|
Free tier / trial Try before you buy |
No free tier
|
No free tier
|
|
Buying motion Self-serve vs sales call |
— | — |
Choose Defog.ai if
- API first embedding of text to SQL into your product is the use case.
- On premises deployment keeps queries inside your perimeter.
- A free API plan lets you evaluate integration before commitment.
Choose Seek AI if
- Snowflake native delivery matches your data platform.
- IBM portfolio alignment fits your enterprise vendor strategy.
- A managed service option offloads operation entirely.
Both vendors have recent ownership events: IBM acquired Seek AI in June 2025, and Defog had a reported 2025 merger or acquisition event. Confirm current ownership, roadmap, and terms directly.