Agentic Index
Compare the best Data analyst agents (2026)
This page compares 19 data analyst agents that query, analyze, and explain business data in plain language. Each vendor is scored across 14 buyer-facing capabilities, including knowledge grounding, integration depth, governance, and observability. Use it to survey the full field before narrowing to a shortlist.
Feature coverage ranking. Scores are based on public-source research across 14 buyer-facing agentic AI capabilities. Unknown / Unspecified means evidence was insufficient in the reviewed public materials, not a definitive absence of capability.
Pricing snapshot
Sourced from the Index pricing dataset · open each vendor's profile for full detail.
| Pricing |
Z
Zenlytic
|
B
Buster
|
Q
Querio
|
S
Seek AI
|
D
Definite
|
L
Lumi AI
|
W
Wobby
|
F
Fabi.ai
|
D
Defog.ai
|
B
Brewit
|
D
Datapad
|
B
BlazeSQL
|
F
Flaunt
|
||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
|
Entry price Lowest public entry point |
Self-serve for teams up to 10; enterprise custom | Free, open source (self host) | Free exploration; Explore ~$10,788/yr per workspace | Custom enterprise (contact sales) | Free (qualifying startups); Growth $1,000/mo; Business $2,500/mo; Ent. custom | Custom enterprise (pilot; contact sales) | 14-day free trial; message-based tiers | Free tier; from $39/mo per seat | Free plan; from $35/mo | Free trial; from $99/mo per seat | Free plan; Chat from $3.90/mo, Bloom from $19.90/mo | Free plan (API access); paid from ~$599/mo (third party) | Custom (daily consumption; contact sales) | Free trial; paid plans not public | Free tier; Pro paid (monthly/annual) | Free via ChatGPT plugin; paid tiers ~$23-$49/mo; enterprise/embedding custom | Pricing not publicly listed; positioned as affordable for startups through enterprise, quoted on request | Free tier; Pro from $39/mo; Team; Enterprise custom (from ~$500/mo, on-prem) | Free plan; paid tiers not public |
|
Pricing confidence How public the numbers are |
Public — partial | Public — exact | Public — partial | Contact only | Public — partial | Contact only | Public — partial | Public — exact | Public — exact | Public — exact | Public — exact | Public — partial | Contact only | Contact only | Public — exact | Public — exact | Contact only | Public — exact | Public — partial |
|
Billing Primary billing axis |
— | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |
|
Variable cost Workload / overage exposure |
Medium variable cost | Medium variable cost | Low variable cost | Medium variable cost | Medium variable cost | Medium variable cost | Low variable cost | Low variable cost | Medium variable cost | Medium variable cost | Medium variable cost | Medium variable cost | Medium variable cost | Medium variable cost | Low variable cost | Low variable cost | Medium variable cost | Medium variable cost | Low variable cost |
|
Free tier / trial Try before you buy |
No free tier
|
No free tier
|
No free tier
|
No free tier
|
No free tier
|
No free tier
|
No free tier
|
No free tier
|
No free tier
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No free tier
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No free tier
|
No free tier
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No free tier
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No free tier
|
No free tier
|
No free tier
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No free tier
|
No free tier
|
No free tier
|
|
Buying motion Self-serve vs sales call |
— | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |
Capability matrix (19 vendors)
14 buyer-facing capabilities · researched from public sources
| Vendor | Coverage | Integrations & Tool Calling | Workflow Orchestration | Knowledge Grounding & RAG | Human Oversight & Guardrails | Security, Identity & Governance | Observability & Auditability | Memory & State Persistence | Deployment & Data Residency | Prebuilt Agents, Templates & Packs | Triggers & Channel Coverage | Model Flexibility & Routing | APIs, SDKs & MCP Extensibility | Testing, Debugging & Optimization | Browser & Computer Use |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
|
Z
Zenlytic
|
10.0 / 14 | Full | Full | Full | Full | Full | Full | Full | Partial | Partial | Full | No | Partial | Partial | No |
|
B
Buster
|
9.0 / 14 | Full | Full | Full | Partial | No | Partial | Partial | Full | No | Full | Partial | Full | Full | No |
|
Q
Querio
|
9.0 / 14 | Full | Full | Full | Partial | Full | Full | Partial | Full | Partial | Partial | No | Partial | Partial | No |
|
S
Seek AI
|
9.0 / 14 | Full | Partial | Full | Partial | Full | Partial | Partial | Full | Partial | Partial | Partial | Full | Partial | No |
|
D
Definite
|
8.5 / 14 | Full | Full | Full | Partial | Full | Full | Partial | No | Partial | Full | No | Full | No | No |
|
L
Lumi AI
|
8.5 / 14 | Full | Full | Full | Partial | Full | Partial | Partial | Full | Partial | Full | No | No | Partial | No |
|
W
Wobby
|
8.5 / 14 | Full | Full | Full | Full | Partial | Full | Partial | Partial | Partial | Full | No | No | Partial | No |
|
F
Fabi.ai
|
8.0 / 14 | Full | Partial | Partial | Partial | Partial | Partial | Partial | No | Partial | Full | Full | Full | Partial | No |
| 8.0 / 14 | Full | Partial | Full | Partial | Full | Partial | Partial | No | Partial | Full | Full | No | Partial | No | |
| 8.0 / 14 | Full | Full | Full | Partial | Partial | Partial | Partial | No | Partial | Full | Full | No | Partial | No | |
| 7.5 / 14 | Partial | Full | Partial | Partial | Partial | Partial | Full | Full | Partial | Partial | No | Partial | Partial | No | |
|
D
Defog.ai
|
7.0 / 14 | Partial | Partial | Partial | Partial | Partial | Partial | Partial | Full | No | Partial | No | Full | Full | No |
| 7.0 / 14 | Full | Partial | Partial | Partial | Partial | Partial | Partial | Full | Partial | Partial | No | Partial | Partial | No | |
|
B
Brewit
|
6.5 / 14 | Partial | Partial | Full | Partial | No | Partial | Partial | Full | No | Partial | Partial | No | Full | No |
|
D
Datapad
|
6.0 / 14 | Full | Full | Partial | No | No | Partial | Full | No | Partial | Full | No | Partial | No | No |
| 5.5 / 14 | Partial | Partial | Partial | Partial | Partial | Partial | Partial | Partial | No | Partial | No | Partial | Partial | No | |
| 5.5 / 14 | Partial | Full | Full | Partial | No | Partial | Partial | No | No | Full | No | No | Partial | No | |
|
B
BlazeSQL
|
5.5 / 14 | Partial | Partial | Partial | Partial | Partial | Partial | Partial | Partial | No | Partial | No | Partial | Partial | No |
|
F
Flaunt
|
3.5 / 14 | Partial | Partial | Partial | No | No | No | Full | No | Partial | Partial | No | No | No | No |
Full / Explicit= Confirmed supportedPartial= Partial / limitedNo / Not documented= Not publicly documented as first-classUnknown / Unspecified= Not verified in public sources