Agentic Index
Compare the best Data analyst agents (2026)
This comparison scores all 59 data analyst agents across the same 14 agentic AI capabilities, researched from public sources. Appian shows the broadest documented coverage; see the full ranking for the ordered list.
This page compares 59 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 | A Appian |
D Dataiku |
H Hex |
T Tellius |
T ThoughtSpot |
C Corelayer |
D Datafold |
R Redbird |
W Wisdom AI |
O Owkin |
P Parashift |
Z Zenlytic |
D Definite |
A Aera Technology |
F FinOpsly |
G Genspark AI Workspace |
O Opensee |
A Actian AI Analyst |
A AnswerRocket |
k ketteQ |
 BlazeSQL |
 Connecty AI |
 Fabi.ai |
 Polymr |
 Querio |
 VantedgeAI |
 Scoop Analytics |
 Alloy.ai |
 Chord |
 Julius AI |
 Powerdrill |
 Snowplow |
 Suplari |
 AskYourDatabase |
 Datapad |
 Defog.ai |
 Lumi AI |
 Onetab |
 Pluto7 |
 Kaaj AI |
 Kenmei |
 Athenic AI |
 Brewit |
 MoBagel |
 Pluvo |
 ScienceMachine |
 Vivox AI |
 AskEarth |
 Kyrok |
 Potato |
 Archimetis |
 Firmbase |
 MOGOPLUS |
 Prophet |
 Smart Bricks |
 Flaunt |
 OpenEvidence |
 PangeAI |
 Emergence AI |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
|
Entry price Lowest public entry point |
Contact sales; no list prices published | Free Edition and 14 day cloud trial; paid editions through sales | Free Community plan; Professional $36 per editor per month; Team $75 per editor per month; Enterprise custom | Customized pricing; Premium for up to 10 users on Tellius Cloud, Enterprise for unlimited users | Analytics Essentials $25 and Pro $50 per user per month, billed annually; Enterprise custom; Embedded Developer free for a year; AgentSpot Free, Fleet $1,650 per month billed annually | No public pricing; demo-led enterprise sales, with an on-site ROI calculator to estimate savings on production-support costs. | Outcome based fixed price scoped per migration by number of legacy objects and complexity, with timeline and data parity guaranteed by contract. No public dollar figure. | Contact sales | Not public; demo request | K Pro Free on public data; Professional by demo, no price published | Pricing page published; figures not yet recorded | Contact sales for a quote; free trial | Free plan; Standard $250 per month (100 credits); Enterprise custom | Contact sales | Free under $50K annual tech spend; paid from $12,000/year | Free tier with about one hundred credits per day; Plus about $25 per month, Pro about $250 per month | Not published; demo on request | From $499 per month ($5,950 billed annually), Starter; 14 day free trial | Contact sales | Contact sales | From $150 per month (Individual Pro); Team from $400 per month for 3 users | From $799 per month (Self-Serve, under $50K a month in ad spend); 14 day free trial | Free Starter plan; Builder $39 per month | No public pricing; book a demo | Startup $417 per month, billed $5,000 per year per workspace; free to start | Not published; FundOS is one annual agreement per fund after a scoped proposal | $125 per location per month billed annually (Pilot, up to 10 locations) | Contact sales | No public pricing; contracts are quoted through sales | Free plan; Plus from $20 per month ($16 billed annually) | Free plans; Chat from $3.90 per month, Bloom Pro $16.58 per month | Free open source Community Edition to self host; commercial platform quoted through enterprise engagement, typically on event volume | Enterprise pricing; not publicly listed | From $49 per seat per month (Desktop Ultimate); Website Chatbot from $149 per month | From $30 per month ($15 billed annually), Basic, one user | Enterprise (cloud hosted) $5,000 per month; self hosted on annual commitment | From $50 per month ($45 billed annually), Starter | Free to start; paid pricing not published | Custom (setup plus subscription plus usage) | Custom (contact sales); platform fee plus included application volume | No public pricing; contact sales | From $10 per month (Pro, first month $1); access by request | Contact sales (Growth and Enterprise plans, no prices published) | Not public; sold through enterprise sales and a co-deployment partner model, quoted by scope | From $750 per month (Launch), on a 12 month agreement | Custom (contact sales) | Custom (contact sales) | Not public; demo and pilot on request. | Not public; sold through direct engagement to pharma and chemical SMEs, module by module | Open Access free; Potato+ $1,500 per month by early access request | Custom (contact sales) | Contact for pricing | Pay-per-call usage-based; free trial with sandbox | Contact sales; Analyser, Intelligence and Enterprise plans, no public prices | Contact for pricing | Free plan; paid tiers not public | Free for verified clinicians | Not published; early access by invitation, demo and free assessment | No public pricing (contact) |
|
Pricing confidence How public the numbers are |
Contact only | Public, partial | Public, exact | Contact only | Public, exact | Contact only | Contact only | Contact only | Contact only | Contact only | Public, partial | Contact only | Public, exact | Contact only | Public, exact | Contact only | Contact only | Public, exact | Contact only | Contact only | Public, exact | Public, exact | Public, exact | Contact only | Public, exact | Contact only | Public, exact | Contact only | Contact only | Public, exact | Public, exact | Contact only | Contact only | Public, exact | Public, exact | Public, partial | Public, exact | Public, partial | Contact only | Contact only | Contact only | Public, exact | Contact only | Contact only | Public, exact | Contact only | Contact only | Contact only | Contact only | Public, exact | Contact only | Contact only | Contact only | Contact only | Contact only | Public, partial | Public, partial | Contact only | Contact only |
|
Billing Primary billing axis |
per named user and per application, by tier, with metered AI actions and token limits | users and platform capabilities | per editor per month by plan, with monthly per seat AI credit grants; Enterprise custom with an Explorer seat add on | customized per plan; Premium covers up to 10 users and Enterprise unlimited users | per user per month by plan for analytics, billed annually; embedded plans by deployment; AgentSpot by plan with weekly run credits | Not published; enterprise production-support platform. | number of legacy objects and migration complexity | — | — | Not published; Free tier on usage limits, Professional through a sales engagement. | — | per seat plus query based usage and platform fees | flat monthly fee with a credit allowance; unlimited users on Standard | not disclosed | Fixed annual platform fee banded by the customer's own annual tech spend across cloud, data platforms and AI. Explicitly not per seat, not per cloud, and not a percentage of the governed bill. | credit based freemium; per seat on Team; heavy jobs consume many credits | — | per plan per month by message allowance, users, analysts and tables | — | deployment path (augment existing systems vs full platform) | per month (Individual); per month for 3 users plus per additional user (Team) | per month by monthly ad spend band; unlimited ad accounts in a Meta Business Portfolio; Enterprise custom from $3M a month in ad spend | per builder seat per month with an AI request allowance | — | per workspace, billed annually, with an AI usage credit allowance | FundOS: one annual agreement per fund, scoped by fund structure and strategy, required integrations, expected AI usage and document volumes, and team size | per location per month, billed annually; AI inference billed separately | — | — | per plan per month with a credit allowance | per plan per month with credits (Bloom); per plan (Chat); jobs and workspace capacity (Enterprise) | event volume for the commercial platform; free for the open source Community Edition | Enterprise engagements scoped to spend under management and connected systems. | per seat (Desktop); per month with a question allowance (Website Chatbot) | per user (Basic, Pro); per workspace (Scale) | per month (cloud hosted); annual commitment (self hosted) | per plan per month by users and data models | not disclosed | — | platform fee with included application volume, usage overages, optional implementation fees; not per seat | — | per organization per month with a credit allowance; connector rows and warehouse storage metered | plan allowances (messages, data sources, workbooks); rates not published | enterprise subscription, believed scaled to agents, data volume, and deployment scope | per plan per month by integrations connected and AI capacity; unlimited users; 12 month agreement | — | — | — | subscription scoped to modules, users, and sites | per plan per month with yearly Optimizer project and design round allowances; add on packs | Not disclosed. No unit of pricing is published — not per plant, per site, per seat, per unit monitored or per tag. | — | — | — | not disclosed | — | — | — | — |
|
Variable cost Workload / overage exposure |
High variable cost | Medium variable cost | Medium variable cost | Medium variable cost | Medium variable cost | High variable cost | Low variable cost | Medium variable cost | Medium variable cost | High variable cost | High variable cost | Medium variable cost | Medium variable cost | High variable cost | Low variable cost | High variable cost | High variable cost | Low variable cost | Medium variable cost | Medium variable cost | Low variable cost | Medium variable cost | Low variable cost | Medium variable cost | Medium variable cost | Medium variable cost | Medium variable cost | Medium variable cost | Medium variable cost | Medium variable cost | Medium variable cost | High variable cost | Medium variable cost | Medium variable cost | Low variable cost | Low variable cost | Low variable cost | Medium variable cost | High variable cost | Medium variable cost | Medium variable cost | Medium variable cost | Medium variable cost | Medium variable cost | Medium variable cost | Medium variable cost | Medium variable cost | Medium variable cost | Low variable cost | High variable cost | Medium variable cost | Medium variable cost | High variable cost | Medium variable cost | High variable cost | Low variable cost | Medium variable cost | High variable cost | Medium variable cost |
|
Free tier / trial Try before you buy |
Free tierTrial
|
Free tierTrial
|
Free tierTrial
|
No free tierTrial
|
Free tierTrial
|
No free tier
|
No free tier
|
No free tier
|
No free tier
|
Free tier
|
No free tierTrial
|
No free tierTrial
|
Free tier
|
No free tier
|
Free tier
|
Free tierTrial
|
No free tier
|
No free tierTrial
|
No free tier
|
No free tier
|
No free tierTrial
|
No free tierTrial
|
Free tier
|
No free tier
|
Free tier
|
No free tier
|
No free tier
|
No free tier
|
No free tier
|
Free tier
|
Free tier
|
Free tierTrial
|
No free tier
|
No free tier
|
No free tier
|
No free tier
|
No free tier
|
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
|
No free tier
|
No free tier
|
No free tier
|
Free tier
|
No free tier
|
No free tier
|
No free tierTrial
|
No free tier
|
No free tier
|
No free tier
|
Free tier
|
No free tier
|
No free tier
|
|
Buying motion Self-serve vs sales call |
Sales call | Sales call | Mixed | Sales call | Sales call | Sales call | Sales call | Sales call | Sales call | Sales call | Mixed | Sales call | Mixed | Sales call | Sales call | Mixed | Sales call | Mixed | Sales call | Sales call | Mixed | Mixed | Mixed | Sales call | Mixed | Sales call | Sales call | Sales call | Sales call | Mixed | Mixed | Sales call | Sales call | Mixed | Mixed | Sales call | Mixed | Mixed | Sales call | Sales call | Sales call | Sales call | Sales call | Sales call | Sales call | Sales call | Sales call | Sales call | Sales call | Mixed | Sales call | Sales call | Mixed | Sales call | Mixed | — | Mixed | Sales call | — |
Capability matrix (59 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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
|
A
Appian
|
14.0 / 14 | Full | Full | Full | Full | Full | Full | Full | Full | Full | Full | Full | Full | Full | Full |
|
D
Dataiku
|
13.0 / 14 | Full | Full | Full | Full | Full | Full | Full | Full | Full | Full | Full | Full | Full | No |
|
H
Hex
|
12.5 / 14 | Full | Full | Full | Full | Full | Full | Partial | Full | Full | Full | Full | Full | Full | No |
|
T
Tellius
|
12.0 / 14 | Full | Full | Full | Full | Full | Full | Full | Full | Full | Full | Full | Partial | Partial | No |
| 12.0 / 14 | Full | Full | Full | Full | Full | Full | Partial | Full | Full | Full | Full | Full | Partial | No | |
| 11.5 / 14 | Full | Full | Full | Full | Full | Full | Full | Full | Partial | Full | Full | Full | No | No | |
|
D
Datafold
|
11.5 / 14 | Full | Partial | Full | Partial | Full | Full | Partial | Full | Full | Full | Full | Full | Full | No |
|
R
Redbird
|
11.5 / 14 | Full | Full | Full | Partial | Full | Full | Partial | Full | Full | Full | No | Full | Partial | Full |
| 11.5 / 14 | Full | Full | Full | Partial | Full | Full | Partial | Full | Partial | Full | Full | Full | Full | No | |
|
O
Owkin
|
11.0 / 14 | Full | Full | Full | Partial | Full | Full | Partial | Full | Full | Partial | Partial | Full | Full | No |
| 11.0 / 14 | Full | Full | Partial | Full | Full | Full | No | Full | Full | Full | Full | Full | Partial | No | |
|
Z
Zenlytic
|
11.0 / 14 | Full | Full | Full | Partial | Full | Full | Partial | Full | Partial | Full | Full | Full | Partial | No |
|
D
Definite
|
10.5 / 14 | Full | Full | Full | Partial | Full | Full | Full | Full | No | Full | Full | Full | No | No |
| 10.0 / 14 | Full | Full | Full | Full | Partial | Full | Full | Partial | Full | Full | Partial | No | Partial | No | |
|
F
FinOpsly
|
10.0 / 14 | Full | Full | Partial | Full | Full | Full | Partial | Partial | Full | Full | No | Partial | Full | No |
| 10.0 / 14 | Full | Full | Full | Partial | Full | Partial | Partial | Partial | Full | Full | Full | No | No | Full | |
|
O
Opensee
|
10.0 / 14 | Full | Partial | Full | Full | Partial | Full | Partial | Full | Partial | Full | Full | Partial | Partial | No |
| 9.5 / 14 | Partial | Partial | Full | Full | Partial | Full | Partial | Partial | Partial | Full | Partial | Full | Full | No | |
| 9.5 / 14 | Partial | Full | Full | No | Partial | Partial | No | Full | Full | Full | Full | Full | Full | No | |
|
k
ketteQ
|
9.5 / 14 | Full | Full | Full | Full | Full | Full | No | No | Full | Full | No | Partial | Full | No |
|
B
BlazeSQL
|
9.0 / 14 | Full | Partial | Full | Full | Partial | Partial | Partial | Full | No | Full | No | Full | Full | No |
| 9.0 / 14 | Full | Partial | Full | Full | Partial | Full | No | Partial | Full | Full | No | Full | Partial | No | |
|
F
Fabi.ai
|
9.0 / 14 | Full | Full | Partial | Partial | Full | Partial | Partial | No | Full | Full | Full | Full | No | No |
|
P
Polymr
|
9.0 / 14 | Full | Full | Full | Full | Partial | Full | Partial | No | Full | Full | Partial | No | Partial | No |
|
Q
Querio
|
9.0 / 14 | Partial | Partial | Full | Partial | Full | Full | Partial | Full | Partial | Full | No | Full | Partial | No |
| 9.0 / 14 | Full | Partial | Full | Full | Partial | Full | No | Full | Full | Full | No | Full | No | No | |
| 8.5 / 14 | Partial | Full | Full | Partial | Partial | Partial | Partial | Full | Partial | Full | Partial | No | Full | No | |
|
A
Alloy.ai
|
8.0 / 14 | Full | Full | Full | Full | Full | Partial | No | No | Full | Full | No | Partial | No | No |
|
C
Chord
|
8.0 / 14 | Full | Partial | Full | Full | Partial | Partial | Partial | No | Full | Full | No | Full | No | No |
| 8.0 / 14 | Full | Partial | Partial | Full | Partial | Partial | Full | No | No | Full | Full | No | No | Full | |
| 8.0 / 14 | Partial | Partial | Full | No | Full | Full | Partial | Full | Partial | Full | No | Full | No | No | |
|
S
Snowplow
|
8.0 / 14 | Partial | Partial | Partial | No | Full | Partial | Full | Full | Partial | Full | No | Full | Partial | No |
|
S
Suplari
|
8.0 / 14 | Full | Full | Full | Full | Partial | Full | No | No | Full | Full | No | Partial | No | No |
| 7.5 / 14 | Partial | Partial | Partial | Partial | Partial | Partial | Partial | Full | No | Full | Full | Full | No | No | |
|
D
Datapad
|
7.5 / 14 | Partial | Partial | Partial | No | Full | Partial | Partial | Full | Full | Full | Full | No | No | No |
|
D
Defog.ai
|
7.5 / 14 | Partial | Partial | Partial | Partial | Full | Partial | Partial | Full | No | Partial | No | Full | Full | No |
|
L
Lumi AI
|
7.5 / 14 | Partial | Partial | Full | Partial | Partial | Full | Partial | Full | Partial | Full | No | No | Partial | No |
|
O
Onetab
|
7.5 / 14 | Full | Full | Partial | Full | Partial | Full | No | Partial | Full | Partial | No | Partial | No | No |
|
P
Pluto7
|
7.5 / 14 | Full | Full | Full | Partial | Partial | Partial | No | Full | Partial | Full | No | Partial | No | No |
|
K
Kaaj AI
|
7.0 / 14 | Full | Full | Full | Partial | Partial | Full | No | No | Partial | Full | No | Partial | No | No |
|
K
Kenmei
|
7.0 / 14 | Partial | Full | Full | Partial | Partial | Partial | No | Full | Full | Full | No | Unknown | No | No |
| 6.5 / 14 | Partial | Partial | Full | Partial | Full | Full | No | No | No | Full | No | Full | No | No | |
|
B
Brewit
|
6.5 / 14 | Partial | Partial | Full | Partial | Partial | Partial | Partial | No | No | Full | No | Partial | Full | No |
|
M
MoBagel
|
6.5 / 14 | Partial | Partial | Partial | Partial | No | Partial | No | Full | Full | Partial | No | Full | Partial | No |
|
P
Pluvo
|
6.5 / 14 | Partial | Partial | Full | Partial | Partial | Full | No | Partial | Partial | Full | No | Partial | No | No |
| 6.5 / 14 | Partial | Partial | Full | Full | Partial | Full | No | No | Full | Partial | No | No | Partial | No | |
|
V
Vivox AI
|
6.5 / 14 | Partial | Full | Partial | Full | Unknown | Full | No | Unknown | Full | Partial | No | No | Partial | Partial |
|
A
AskEarth
|
6.0 / 14 | Partial | Partial | Full | No | Partial | Full | No | Full | Partial | No | Full | No | No | No |
|
K
Kyrok
|
6.0 / 14 | Full | Full | Full | Full | No | Partial | No | No | Partial | Full | No | No | No | No |
| 6.0 / 14 | Partial | Partial | Full | Partial | No | Partial | Partial | Partial | Full | Partial | No | No | Partial | No | |
| 5.5 / 14 | Partial | Partial | Full | Full | Partial | Full | No | No | No | Full | No | No | No | No | |
| 5.5 / 14 | Partial | Full | Full | Partial | Partial | Partial | No | Unknown | Full | Partial | No | No | No | No | |
| 4.5 / 14 | Partial | No | Partial | Partial | No | No | No | No | Full | Partial | No | Full | Partial | No | |
| 3.5 / 14 | Partial | Partial | Partial | Partial | Partial | Partial | No | No | No | Partial | No | No | No | No | |
| 3.5 / 14 | Partial | Partial | Full | Partial | No | Partial | No | No | No | Partial | No | No | No | No | |
| 3.0 / 14 | Partial | Partial | Partial | No | No | No | Partial | No | No | Partial | Partial | No | No | No | |
| 3.0 / 14 | Partial | Partial | Partial | Partial | Unknown | Unknown | No | Unknown | Partial | Partial | No | No | No | No | |
| 1.0 / 14 | Unknown | Unknown | Partial | Unknown | Unknown | Partial | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | No | |
| 0.0 / 14 | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown |
Full / Explicit= Confirmed supportedPartial= Partial / limitedNo / Not documented= Not publicly documented as first-classUnknown / Unspecified= Not verified in public sources
Head to head comparisons (20)
- Julius AI vs Powerdrill
- AskYourDatabase vs BlazeSQL
- BlazeSQL vs Julius AI
- Datapad vs Julius AI
- Querio vs Zenlytic
- Fabi.ai vs Julius AI
- Scoop Analytics vs Actian AI Analyst
- Wisdom AI vs Zenlytic
- Definite vs Scoop Analytics
- Brewit vs Datapad
- Redbird vs Zenlytic
- AnswerRocket vs Tellius
- Tellius vs ThoughtSpot
- Hex vs ThoughtSpot
- Opensee vs VantedgeAI
- Pluvo vs Prophet
- Athenic AI vs Flaunt
- Owkin vs Potato
- Dataiku vs ThoughtSpot
- Datafold vs Dataiku