Agentic Index

The best data analyst agents in 2026, ranked

The best data analyst agents of 2026 are Appian, Dataiku, and camelAI, ranked by verified capability coverage on the Agentic Index. All 64 researched vendors in the category are scored against the same 14 capabilities, and Appian documents the broadest coverage at 14.0 out of 14.

Agentic Index ranks all 64 data analyst agents in its index by verified capability coverage. These are agents that query, analyze, and explain business data in plain language. Each vendor is scored across the same 14 point taxonomy used throughout the index, most recently verified on 2026-09-17, and this ranking recomputes automatically as new research is verified.

Buyers also search this category as agentic analytics platforms, AI data analysts, and conversational business intelligence tools.

Scored on 14 buyer facing capabilities researched from public sources. No vendor pays for placement. How this ranking works

Best data analyst agents by buyer need

Best for complex multi step work

Appian

Documents 3.0 of 3 on orchestration, memory, and knowledge grounding, and 14.0 of 14 overall.

Best for regulated and governed deployments

Dataiku

Documents 3.0 of 3 on security, auditability, and human oversight, and 12.0 of 14 overall.

Best for self hosted and sovereign deployment

Corelayer

Documents 2.0 of 2 on deployment control and model flexibility, and 11.5 of 14 overall.

Best for developer extensibility

camelAI

Documents 2.0 of 2 on APIs, MCP support, and tool calling, and 11.5 of 14 overall.

Each segment names the vendor with the most documented coverage on the criteria that segment depends on, computed from the same research as the ranking below. A vendor appears once, in its strongest segment.

1. 1

   A

   Appian14.0 / 14

   Process automation platform that anchors agents inside governed process models, with data fabric context, agents that test other agents, and the deepest public sector security stack in the index at FedRAMP High and DoD IL5.

2. 2

   D

   Dataiku12.0 / 14

   Enterprise AI and machine learning platform with an agentic layer for building and governing agents.

3. 3

   c

   camelAI11.5 / 14

   AI data analyst turned AI software engineer that chats with your data, writes and deploys code, and runs scheduled autonomous agents from its own persistent computer.

   Full coverage on Workflow Orchestration and Observability & Auditability and 7 more.

4. 4

   C

   Corelayer11.5 / 14

   AI-native production support and AI SRE platform for regulated, industries whose agents monitor infrastructure and underlying data, root-cause incidents with cited evidence in minutes, and feed production context to coding agents.

   Full coverage on Security, Identity & Governance and Triggers & Channel Coverage and 9 more. No documented coverage on Browser / Computer-use and Testing, Debugging & Optimization.

5. 5

   R

   Redbird11.5 / 14

   Conversational analytics platform whose specialist AI agents automate the full data lifecycle, from collection and wrangling to data science and reporting, with full auditability and on prem LLM options.

6. 6

   D

   Datafold11.0 / 14

   Data engineering automation platform whose AI Migration Agent translates and validates data pipelines to full parity, with a Data Knowledge Graph and MCP tools that make coding agents reliable.

   Full coverage on Knowledge Grounding & RAG and Model Flexibility & Routing and 7 more. No documented coverage on Browser / Computer-use.

7. 7

   P

   Parashift11.0 / 14

   Agentic intelligent document processing platform whose workflows reconcile extracted data against ERP master records, resolve discrepancies, and trigger downstream actions, with EU-sovereign deployment, confidence-based human review, and full audit trails.

   Full coverage on Observability & Auditability and Deployment & Data Residency and 8 more. No documented coverage on Memory & State Persistence and Browser / Computer-use.

8. 8

   T

   ThoughtSpot (Spotter)10.5 / 14

   Agentic AI analyst from the search-driven BI pioneer: Spotter breaks a business question into sub-questions, reasons through each step, checks its own work, and summarizes findings with best-fit visualizations and suggested follow-ups, across structured and unstructured data. Accuracy and explainability rest on a patented search token architecture and agentic semantic layer, with row-level security, role-based controls, and human-in-the-loop verification built in. Joined December 2025 by SpotterViz (dashboards), SpotterModel (governed semantic models with review-and-approve), and SpotterCode (IDE code generation). Embeddable via web API and SDK.

9. 9

   W

   Wisdom AI10.5 / 14

   AI data analyst that answers business questions across structured and unstructured enterprise data.

10. 10

    A

    Aera Technology10.0 / 14

    Decision intelligence platform where an always on agent executes business decisions and records every one with its context and outcome, building a decision memory that governs where automation is safe to extend.

11. 11

    F

    FinOpsly10.0 / 14

    AI cost governance platform for cloud, data and AI spend: estimates cost in the IDE before it is committed, gates it as a required check on pull requests, attributes every dollar to an owner down to a single end user, and acts under policy with human approval and rollback on every agent action.

12. 12

    G

    Genspark AI Workspace10.0 / 14

    All-in-one AI workspace where a Super Agent breaks a request into subtasks and routes each across more than seventy models and a catalogue of in-house tools to return a finished deliverable — slides, docs, spreadsheets, research, images, video or code — alongside Genspark Claw, a persistent agent that runs on a dedicated cloud computer or the user's own machine, takes instructions through messaging apps, and works to a schedule.

13. 13

    K

    Kaaj AI10.0 / 14

    Agentic AI underwriting OS for small business lenders that turns messy borrower packages into decision ready, policy grounded credit analysis in minutes.

    Full coverage on Knowledge Grounding & RAG and Observability & Auditability and 6 more. No documented coverage on Model Flexibility & Routing and Browser / Computer-use.

14. 14

    O

    Opensee10.0 / 14

    Agentic analytics for financial risk and trading data whose multi agent system autonomously queries, analyzes, and acts on real time big data within permissions and guardrails.

    Full coverage on Knowledge Grounding & RAG and Observability & Auditability and 5 more. No documented coverage on Browser / Computer-use.

15. 15

    P

    Potato10.0 / 14

    Agents first scientific OS for life sciences whose AI research collaborator designs, runs, and analyzes experiments end to end with reproducible, scored results.

    Full coverage on Testing, Debugging & Optimization and Workflow Orchestration and 5 more. No documented coverage on Browser / Computer-use.

16. 16

    S

    Snowplow10.0 / 14

    Behavioral data platform and customer context layer that collects, validates, enriches, and delivers real time event level data to a company's own warehouse, lake, or stream, grounding AI agents and agentic analytics in governed, high quality first party data.

17. 17

    Z

    Zenlytic10.0 / 14

    Zenlytic is an enterprise AI data analyst whose agent Zoë builds her own governed semantic layer, answers questions with citations, and delivers decks, Excel models, and reports.

    Full coverage on Integrations & Tool Calling and Memory & State Persistence and 6 more. No documented coverage on Model Flexibility & Routing and Browser & Computer Use.

18. 18

    B

    Buster9.0 / 14

    Buster is an open source, artificial intelligence native data platform whose autonomous agents answer analytics questions, build dashboards, and maintain dbt models through pull requests.

    Full coverage on APIs, SDKs & MCP Extensibility and Triggers & Channel Coverage and 5 more. No documented coverage on Prebuilt Agents, Templates & Packs and Browser & Computer Use and 1 more.

19. 19

    C

    Connecty AI9.0 / 14

    Agentic analytics and decision intelligence platform built on an Autonomous Semantic Graph that answers questions and recommends actions over your data warehouse.

    Full coverage on Security, Identity & Governance and Integrations & Tool Calling and 5 more. No documented coverage on Model Flexibility & Routing and Prebuilt Agents / Templates / Packs and 1 more.

20. 20

    k

    ketteQ9.0 / 14

    Agent led adaptive supply chain planning powered by PolymatiQ, an agentic AI solver whose Intelligent Digital Agents run on top of SAP, Oracle, Kinaxis, and others or on ketteQ's own end to end platform.

21. 21

    O

    Owkin9.0 / 14

    Agentic AI tech-bio platform for drug discovery and development whose Owkin K co-pilot (K Navigator for researchers, K Pro for biopharma) orchestrates specialized biological AI agents over multimodal patient data, powered by the Owkin Zero reasoning model.

    Full coverage on Knowledge Grounding & RAG and Workflow Orchestration and 3 more. No documented coverage on Browser / Computer-use.

22. 22

    P

    Pluvo9.0 / 14

    AI native decision intelligence platform whose agents analyze financial models, trace variance, and simulate scenarios for CFOs in real time.

    Full coverage on Knowledge Grounding & RAG and Triggers & Channel Coverage and 4 more. No documented coverage on Model Flexibility & Routing and Browser / Computer-use.

23. 23

    Polymr9.0 / 14

    Supervised AI agents for manufacturers that build quotes, run supplier sourcing and plan around shortages, staging every commitment and ERP update for human approval.

    Full coverage on Prebuilt Agents / Templates / Packs and Workflow Orchestration and 5 more. No documented coverage on Browser / Computer-use and APIs / SDKs / MCP Extensibility and 1 more.

24. 24

    Querio9.0 / 14

    Querio is an AI native analytics workspace that connects to a data warehouse and turns plain English questions into inspectable SQL and Python, backed by a governed semantic layer.

    Full coverage on Knowledge Grounding & RAG and Integrations & Tool Calling and 4 more. No documented coverage on Browser & Computer Use and Model Flexibility & Routing.

25. 25

    Seek AI9.0 / 14

    Seek AI is a multi agent data analyst, now part of IBM, that runs natural language to SQL inside a company's Snowflake environment so data never has to leave.

    Full coverage on Security, Identity & Governance and Knowledge Grounding & RAG and 3 more. No documented coverage on Browser & Computer Use.

26. 26

    Definite8.5 / 14

    Definite is a full stack, artificial intelligence native data platform that folds warehouse, pipelines, a governed semantic layer, dashboards, and an autonomous analyst agent named Fi into one product.

    Full coverage on Triggers & Channel Coverage and Integrations & Tool Calling and 5 more. No documented coverage on Model Flexibility & Routing and Testing, Debugging & Optimization and 2 more.

27. 27

    Lumi AI8.5 / 14

    Lumi AI is a chat based multi agent data analyst that runs inside a company's network, finding supply, pricing, and procurement opportunities across enterprise resource planning systems and databases.

    Full coverage on Knowledge Grounding & RAG and Integrations & Tool Calling and 4 more. No documented coverage on Model Flexibility & Routing and Browser & Computer Use and 1 more.

28. 28

    Wobby8.5 / 14

    Wobby, now Actian AI Analyst, deploys governed AI data analyst agents on a company's data warehouse and dbt models, answering plain language questions grounded in a semantic layer.

    Full coverage on Human Oversight & Guardrails and Triggers & Channel Coverage and 4 more. No documented coverage on Model Flexibility & Routing and APIs, SDKs & MCP Extensibility and 1 more.

29. 29

    Alloy.ai8.0 / 14

    Commerce intelligence system for consumer brands that unifies four hundred fifty plus data sources and runs AI agents for replenishment and performance reporting, with Lens as an embedded AI analyst.

30. 30

    Fabi.ai8.0 / 14

    Fabi.ai is an AI data analyst platform whose Analyst Agent writes SQL and Python inside collaborative Smartbook notebooks, then publishes auto refreshing dashboards and pushes insights to Slack.

    Full coverage on Integrations & Tool Calling and Model Flexibility & Routing and 2 more. No documented coverage on Browser & Computer Use and Deployment & Data Residency.

31. 31

    Hex8.0 / 14

    Agentic analytics platform pairing a multiplayer SQL, Python, and no-code notebook with a Notebook Agent that searches for the right data, writes and runs code, debugs its own work, and explains results, all grounded in governed context via Context Studio rather than raw code generation. Threads adds conversational self-serve for stakeholders, and the two compound: every thread opens as an inspectable notebook, and published work becomes context for future answers. Plus Hex Magic inline AI, generative data apps, a modeling agent, and a CLI. Zero data retention with model providers by default.

32. 32

    Julius AI8.0 / 14

    Julius AI is a web based AI data analyst that turns plain English questions into executed Python, R, and SQL, returning charts and scheduled reports from files or databases.

    Full coverage on Triggers & Channel Coverage and Knowledge Grounding & RAG and 3 more. No documented coverage on APIs, SDKs & MCP Extensibility and Deployment & Data Residency and 1 more.

33. 33

    Prophet8.0 / 14

    Decision intelligence platform that builds a living digital clone of your business and answers natural language questions by running fresh simulations to test decisions before you act.

    Full coverage on Integrations & Tool Calling and Workflow Orchestration and 2 more. No documented coverage on Model Flexibility & Routing and Browser / Computer-use.

34. 34

    Scoop Analytics8.0 / 14

    Scoop Analytics is an agentic analytics platform, built by the founder of Birst, whose AI investigates business data through multi step reasoning to explain what is driving the numbers.

    Full coverage on Integrations & Tool Calling and Triggers & Channel Coverage and 3 more. No documented coverage on APIs, SDKs & MCP Extensibility and Deployment & Data Residency and 1 more.

35. 35

    Suplari8.0 / 14

    Suplari unifies a company's spend, contract, supplier and invoice data from ERPs and procurement systems into one correlated foundation and runs ten named procurement agents on it that continuously watch for anomalies, savings, supplier risk, contract renewals and policy breaches, executing workflows automatically or after approval according to rules the team sets per agent, with every action tracked from detection to realised outcome.

    Full coverage on Workflow Orchestration and Human Oversight & Guardrails and 5 more. No documented coverage on Model Flexibility & Routing and Testing, Debugging & Optimization and 3 more.

36. 36

    Tastewise8.0 / 14

    Agentic intelligence system for food and beverage, running prebuilt and custom agents on a purpose-built data graph of menus, retail, social, and consumer panels to deliver citable trend, sell-in, and innovation answers.

37. 37

    AnswerRocket7.5 / 14

    Enterprise AI agent platform for analytics built around Max, a customizable AI data analyst that answers questions conversationally, identifies performance drivers, executes multi-step research plans, and automates report and deck generation across structured and unstructured data. Its differentiator is Skills: an out-of-the-box RocketSkills library plus Skill Studio, a full development environment (with your own Git and IDE, low-code UX, reusable code blocks, and Bring Your Own Models) for building domain-specific AI analysts that encode a company's own analytical practices. Embeds into Power BI, Slack, Teams, and CRMs.

38. 38

    Onetab7.5 / 14

    A unified suite of enterprise AI agents that automate workflows across a team's existing tools, with tool-by-tool permissions, human approval before send, delete, or pay actions, action replay, and exportable audit logs.

    Full coverage on Observability & Auditability and Prebuilt Agents / Templates / Packs and 3 more. No documented coverage on Memory & State Persistence and Model Flexibility & Routing and 2 more.

39. 39

    Pluto77.5 / 14

    Pluto7's Planning in a Box unifies ERP, CRM and unstructured enterprise data into a Master Ledger on Google BigQuery, then runs Pi Agent over it: an orchestrator that delegates to specialized demand, inventory and finance agents which sense real-time signals, simulate planning scenarios and push decisions back into SAP, Oracle and Salesforce, all inside the customer's own Google Cloud tenant.

    Full coverage on Deployment & Data Residency and Workflow Orchestration and 3 more. No documented coverage on Model Flexibility & Routing and Testing, Debugging & Optimization and 2 more.

40. 40

    Powerdrill7.5 / 14

    Powerdrill is an AI data analysis platform with two products: a chat tool for questioning data in plain English, and Bloom, an agent team that automates full analysis workflows.

    Full coverage on Deployment & Data Residency and Memory & State Persistence and 1 more. No documented coverage on Model Flexibility & Routing and Browser & Computer Use.

41. 41

    Tellius7.5 / 14

    Agentic analytics platform whose AI analyst, Kaiya, reasons across warehouse metrics and unstructured evidence in one governed workflow. Agent Mode plans and executes multi-step analysis (cohort, variance decomposition, root cause, causality) without manual setup, while Missions run always-on: define an objective once and Kaiya monitors data, investigates changes, and delivers finished outputs on schedule. Purpose-built configurable agents cover revenue monitoring or compliance, Kaiya Architect builds governed semantic layers conversationally, and why-analysis surfaces key drivers with behind-the-data summaries. Four-time Gartner Visionary; PepsiCo and eBay customers.

42. 42

    Chord7.0 / 14

    AI native data platform for commerce, built by the Glossier team, that unifies Shopify, ad, CDP, and ERP data into one foundation, adds a context layer so answers stay grounded, and deploys agents that query data in plain language and take action on spend, audiences, and operations.

43. 43

    Defog.ai7.0 / 14

    Defog.ai is an enterprise text to SQL analyst, powered by its open source SQLCoder model, that embeds in apps, deploys on premises, and answers data questions in plain language.

    Full coverage on APIs, SDKs & MCP Extensibility and Testing, Debugging & Optimization and 1 more. No documented coverage on Model Flexibility & Routing and Prebuilt Agents, Templates & Packs and 1 more.

44. 44

    Kenmei7.0 / 14

    Multi-agent platform for mobile network operations: a telco data fabric ingests, decodes and correlates multi-vendor RAN, Core and Transport data into a single query-ready layer, and specialist agents coordinated by an Orchestrator Agent detect degradations, diagnose root causes and recommend actions inside operator-defined boundaries, deployed in the operator's own cloud or on-premise.

    Full coverage on Knowledge Grounding & RAG and Deployment & Data Residency and 3 more. No documented coverage on APIs / SDKs / MCP Extensibility and Memory & State Persistence and 3 more.

45. 45

    Unscrambl7.0 / 14

    Unscrambl's Qbo is an AI powered conversational data analyst that lets business users ask questions of enterprise data in natural language inside Microsoft Teams, Slack, and Zoom.

    Full coverage on Deployment & Data Residency and Integrations & Tool Calling. No documented coverage on Browser & Computer Use and Model Flexibility & Routing.

46. 46

    VantedgeAI7.0 / 14

    Y Combinator backed platform of expert agents for credit and investment analysis, plus an Agent Marketplace and SDK for institutional investors.

    Full coverage on APIs / SDKs / MCP Extensibility and Knowledge Grounding & RAG. No documented coverage on Browser / Computer-use and Model Flexibility & Routing.

47. 47

    Brewit6.5 / 14

    Brewit is a conversational business intelligence agent that turns plain language questions into governed SQL, charts, and dashboards on top of a reusable semantic layer for data teams.

    Full coverage on Deployment & Data Residency and Knowledge Grounding & RAG and 1 more. No documented coverage on Prebuilt Agents, Templates & Packs and Browser & Computer Use and 2 more.

48. 48

    MoBagel6.5 / 14

    Agentic business intelligence builder whose C-Suites AI Builder and Decanter AutoML engine let enterprise data teams create and scale pre-trained agents for reporting, forecasting, and workflow automation across marketing, finance, supply chain, and manufacturing.

49. 49

    Vivox AI6.5 / 14

    Pre trained AI agents for AML, KYB and financial crime compliance that take over Level 1 analyst work, with every step logged and explained so the compliance team keeps oversight and can evidence it in an audit.

    Full coverage on Workflow Orchestration and Human Oversight & Guardrails and 2 more. No documented coverage on Security, Identity & Governance and Memory & State Persistence and 3 more.

50. 50

    Datapad6.0 / 14

    Datapad is an autonomous data analyst agent that connects fifty plus sources, answers questions in plain language, monitors key metrics proactively, and produces ready to deploy campaigns and reports.

    Full coverage on Workflow Orchestration and Memory & State Persistence and 2 more. No documented coverage on Browser & Computer Use and Security, Identity & Governance and 4 more.

51. 51

    Kyrok6.0 / 14

    AI operating system for pharma and chemical SME supply chains that sits atop existing ERP, with industry specific agents for order intake, planning, and procurement, and strong human in the loop control.

52. 52

    OpenEvidence6.0 / 14

    The most widely used clinical AI platform for US physicians (757K+ verified doctors, 20M+ monthly consultations), now agentic via DeepConsult multi step clinical reasoning, valued at $12B with models trained on 35M+ peer reviewed publications.

53. 53

    ScienceMachine6.0 / 14

    Fully autonomous AI bioinformatician (Sam) that automates the entire biotech data analysis pipeline from raw data to visual insights.

    Full coverage on Knowledge Grounding & RAG and Workflow Orchestration. No documented coverage on Model Flexibility & Routing and Prebuilt Agents / Templates / Packs and 2 more.

54. 54

    Archimetis5.5 / 14

    AI operational reasoning system for refineries and process plants that reads DCS, historian and safety-study data, runs unattended between shifts, and returns traceable, ready-to-act recommendations rather than acting on the plant itself.

    Full coverage on Human Oversight & Guardrails and Triggers & Channel Coverage and 2 more. No documented coverage on Testing, Debugging & Optimization and Deployment & Data Residency and 5 more.

55. 55

    AskYourDatabase5.5 / 14

    AskYourDatabase is a conversational data analyst that turns plain English into SQL across relational, NoSQL, and warehouse databases, returning charts, dashboards, and answers without code.

    No documented coverage on Prebuilt Agents, Templates & Packs and Model Flexibility & Routing and 1 more.

56. 56

    Athenic AI5.5 / 14

    Athenic AI is an agentic data analyst that connects business apps and warehouses, runs autonomous multi step analysis, and proactively pushes explainable insights and alerts in plain English.

    Full coverage on Knowledge Grounding & RAG and Workflow Orchestration and 1 more. No documented coverage on Browser & Computer Use and Model Flexibility & Routing and 4 more.

57. 57

    BlazeSQL5.5 / 14

    BlazeSQL is an AI data analyst that learns your SQL database, turns plain English into queries, builds dashboards and reports, and runs locally for privacy.

    No documented coverage on Prebuilt Agents, Templates & Packs and Browser & Computer Use and 1 more.

58. 58

    Firmbase5.5 / 14

    Agentic FP&A platform whose swarms of finance agents plan, forecast, and analyze on unified financial data, with a Model Integrity agent that finds and fixes data and modeling errors.

    Full coverage on Prebuilt Agents / Templates / Packs and Workflow Orchestration and 1 more. No documented coverage on Memory & State Persistence and Deployment & Data Residency and 4 more.

59. 59

    MOGOPLUS4.5 / 14

    Australian credit intelligence layer for lenders: bank transaction data arrives by API, CSV upload or an accredited open banking provider, and comes back categorised and analysed as affordability, serviceability and proof-of-income reports for the lender's own credit engine to decide on, sold as five separately callable products on pay-per-call pricing with a self-serve sandbox.

    Full coverage on APIs / SDKs / MCP Extensibility and Prebuilt Agents / Templates / Packs. No documented coverage on Deployment & Data Residency and Model Flexibility & Routing and 5 more.

60. 60

    profitize4.5 / 14

    AI financial planning and analysis platform for hotels that consolidates 6+ data sources into real time P&L, ML forecasts, a proactive P&L warning system, and a conversational finance co pilot.

    Full coverage on Integrations & Tool Calling. No documented coverage on Browser / Computer-use and APIs / SDKs / MCP Extensibility and 4 more.

61. 61

    AskEarth4.0 / 14

    Agentic geospatial answer engine (GIA) that turns satellite and Earth observation data into natural language, map based insights, working with proprietary or third party LLMs.

    Full coverage on Integrations & Tool Calling and Knowledge Grounding & RAG and 1 more. No documented coverage on Observability & Auditability and Triggers & Channel Coverage and 7 more.

62. 62

    PangeAI4.0 / 14

    AI agent platform for Earth data. Its agent, Geoffrey, lets anyone answer physical world questions in natural language, autonomously selecting and fusing satellite, terrain and vector datasets to deliver geospatial analysis and simulations for insurance, energy, real estate, mining and natural capital, without a GIS team.

    No documented coverage on Browser / Computer-use and Security, Identity & Governance and 4 more.

63. 63

    Flaunt3.5 / 14

    Flaunt is an AI data analyst for Shopify and Klaviyo brands that answers retention and revenue questions in plain English, remembers your metrics, and turns findings into targeted audiences.

    Full coverage on Memory & State Persistence. No documented coverage on Deployment & Data Residency and Model Flexibility & Routing and 6 more.

64. 64

    Smart Bricks3.5 / 14

    Dubai applied AI lab whose four-stage agent engine scans markets, underwrites across a thousand-plus variables on a Dubai Land Department certified data backbone, and supports diligence through capital deployment, delivered as analytical intelligence and advisory services in which investment decisions remain with the client.