Agentic Index

The best data analyst agents in 2026, ranked

The best data analyst agents of 2026 are Appian, Dataiku, and Hex, ranked by verified capability coverage on the Agentic Index. All 59 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 59 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 2026-10-01, 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 13.0 of 14 overall.

Best for self hosted and sovereign deployment

Hex

Documents 2.0 of 2 on deployment control and model flexibility, and 12.5 of 14 overall.

Best for developer extensibility

ThoughtSpot

Documents 2.0 of 2 on APIs, MCP support, and tool calling, and 12.0 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 public sector authorizations up to FedRAMP High and DoD IL5.

2. 2

   D

   Dataiku13.0 / 14

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

3. 3

   H

   Hex12.5 / 14

   Hex is an analytics platform pairing a SQL, Python and no code notebook with agents that search governed context, write and run code and answer questions in Threads, with approval by default before destructive edits, versioned eval suites, an MCP server and a model picker.

4. 4

   T

   Tellius12.0 / 14

   Agentic analytics platform whose AI analyst Kaiya runs Missions: describe an outcome and Kaiya plans the steps, orchestrates specialist agents over a governed semantic layer, runs on schedules and events and delivers finished briefings, with every write approved first.

5. 5

   T

   ThoughtSpot12.0 / 14

   Agentic analytics platform whose Spotter agents answer questions over a governed semantic layer, build semantic models with team approval, dashboards and embed code, joined by AgentSpot, which builds agent teams that act in Salesforce, Slack, Asana and Jira with every tool call logged.

6. 6

   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 Workflow Orchestration and Human Oversight & Guardrails and 9 more. No documented coverage on Browser / Computer-use and Testing, Debugging & Optimization.

7. 7

   D

   Datafold11.5 / 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 Testing, Debugging & Optimization and Integrations & Tool Calling and 8 more. No documented coverage on Browser / Computer-use.

8. 8

   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.

9. 9

   W

   Wisdom AI11.5 / 14

   WisdomAI is an agentic analytics platform that answers business questions through a governed context layer and runs analytics agents built on a visual canvas on schedules and thresholds, deployable as SaaS, in the customer's cloud or on premises.

10. 10

    O

    Owkin11.0 / 14

    Agentic AI for biopharma R&D: 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-premise or customer cloud deployment.

    Full coverage on Knowledge Grounding & RAG and Security, Identity & Governance and 7 more. No documented coverage on Browser / Computer-use.

11. 11

    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.

12. 12

    Z

    Zenlytic11.0 / 14

    Zenlytic is an AI data analyst whose agent Zoë builds and extends a governed semantic layer over a company's warehouse, answers with verifiable SQL in its own app, Slack, Teams, Claude or ChatGPT, and runs scheduled proactive agents.

    Full coverage on Integrations & Tool Calling and Workflow Orchestration and 7 more. No documented coverage on Browser & Computer Use.

13. 13

    D

    Definite10.5 / 14

    Definite is an AI native data platform that bundles 500+ connectors, a lakehouse, a governed semantic layer, dashboards and data apps, the Fi analyst agent and scheduled monitoring agents, with an API, CLI and MCP server and a private deployment option.

    Full coverage on Integrations & Tool Calling and Workflow Orchestration and 8 more. No documented coverage on Prebuilt Agents, Templates & Packs and Testing, Debugging & Optimization and 1 more.

14. 14

    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.

15. 15

    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.

16. 16

    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 catalog 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.

17. 17

    O

    Opensee10.0 / 14

    Agentic AI layer (Agensee) on Opensee's risk and trade data platform that plans and runs governed queries and analytics over live financial data, declaring each plan before it acts.

    Full coverage on Knowledge Grounding & RAG and Deployment & Data Residency and 5 more. No documented coverage on Browser / Computer-use.

18. 18

    A

    Actian AI Analyst9.5 / 14

    Wobby, now sold as Actian AI Analyst, answers plain language questions over a company's data warehouse through a governed semantic layer, with a Steward agent that maintains it, scheduled insights and answers in Slack and Microsoft Teams.

    Full coverage on Knowledge Grounding & RAG and Human Oversight & Guardrails and 4 more. No documented coverage on Browser & Computer Use.

19. 19

    A

    AnswerRocket9.5 / 14

    Enterprise AI agent platform for analytics built around Max, which answers questions across structured and unstructured data, runs research plans and scheduled reports, with Skill Studio for customer built skills, a Python SDK, a choice of LLM and self hosting in the customer's cloud.

20. 20

    B

    BlazeSQL9.0 / 14

    BlazeSQL is an AI data analyst that turns plain English into SQL across twelve databases and warehouses, grounds answers in a knowledge base of business rules, and runs scheduled agent reports to email, Slack and Teams, with a desktop app that keeps results local.

    Full coverage on Integrations & Tool Calling and Knowledge Grounding & RAG and 5 more. No documented coverage on Prebuilt Agents, Templates & Packs and Model Flexibility & Routing and 1 more.

21. 21

    C

    Connecty AI9.0 / 14

    AI decision platform for direct to consumer marketers that watches video and image ads around the clock, links creative signals to revenue and proposes budget, bid and creative actions that run once a person approves them.

    Full coverage on APIs / SDKs / MCP Extensibility and Human Oversight & Guardrails and 5 more. No documented coverage on Memory & State Persistence and Browser / Computer-use and 1 more.

22. 22

    F

    Fabi.ai9.0 / 14

    Fabi.ai is an AI data analyst platform whose Analyst Agent writes SQL and Python in collaborative Smartbook notebooks, publishes auto refreshing dashboards, and runs Workflows that send scheduled reports and change alerts to Slack, email, Sheets and Slides.

    Full coverage on Integrations & Tool Calling and Model Flexibility & Routing and 5 more. No documented coverage on Testing, Debugging & Optimization and Browser & Computer Use and 1 more.

23. 23

    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.

24. 24

    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 Human Oversight & Guardrails and 5 more. No documented coverage on APIs / SDKs / MCP Extensibility and Browser / Computer-use and 1 more.

25. 25

    Querio9.0 / 14

    Querio is an AI native analytics workspace that connects live to a data warehouse and answers plain English questions with SQL and Python notebook cells, grounded in file based context and workspace memory, with scheduled automations to Slack and email and an API and MCP for other agents.

    Full coverage on Triggers & Channel Coverage and APIs, SDKs & MCP Extensibility and 4 more. No documented coverage on Model Flexibility & Routing and Browser & Computer Use.

26. 26

    VantedgeAI9.0 / 14

    AI agents for investment funds: FundOS reconciles and monitors fund operations with every consequential action approved by the team, alongside a marketplace of credit analysis agents that build models, valuations and memos from deal documents.

    Full coverage on APIs / SDKs / MCP Extensibility and Prebuilt Agents / Templates / Packs and 6 more. No documented coverage on Memory & State Persistence and Testing, Debugging & Optimization and 2 more.

27. 27

    Scoop Analytics8.5 / 14

    Scoop is an AI performance management agent for multi location businesses: it screens every location each cycle over existing BI, warehouse, POS and labor data, investigates what it flags, and briefs each manager with action plans drawn from the company's own operating playbook.

    Full coverage on Workflow Orchestration and Knowledge Grounding & RAG and 3 more. No documented coverage on APIs, SDKs & MCP Extensibility and Browser & Computer Use.

28. 28

    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.

29. 29

    Chord8.0 / 14

    Chord is an AI native commerce data platform that unifies a brand's store, ad and marketing data, grounds answers in a team maintained context layer, and runs agents that analyze data, build audiences for Meta Ads and Klaviyo and act on ad budgets.

30. 30

    Julius AI8.0 / 14

    Julius AI is a web based AI workspace built around data analysis: it answers plain English questions by writing and running code against files and live databases, remembers what it learns about each data source, can act in Google Ads and drive a live browser, and lets users pick among its own and third party models.

    Full coverage on Human Oversight & Guardrails and Triggers & Channel Coverage and 4 more. No documented coverage on APIs, SDKs & MCP Extensibility and Deployment & Data Residency and 2 more.

31. 31

    Powerdrill8.0 / 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 Security, Identity & Governance and Observability & Auditability and 4 more. No documented coverage on Model Flexibility & Routing and Testing, Debugging & Optimization and 2 more.

32. 32

    Snowplow8.0 / 14

    Real-time customer context layer: collects, validates and delivers behavioral event data to the customer's own warehouse, and through Signals gives AI agents per-user context, agentic session contexts and real-time intervention triggers.

33. 33

    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. The agents watch continuously for anomalies, savings, supplier risk, contract renewals and policy breaches, and execute workflows automatically or after approval according to rules the team sets per agent, with every action tracked from detection to realized outcome.

    Full coverage on Human Oversight & Guardrails and Workflow Orchestration and 5 more. No documented coverage on Memory & State Persistence and Testing, Debugging & Optimization and 3 more.

34. 34

    AskYourDatabase7.5 / 14

    AskYourDatabase is a conversational data analyst that turns plain English questions into SQL against relational, NoSQL and warehouse databases and returns answers, tables, charts and dashboards, as a desktop app or a chatbot embedded in the buyer's own product.

    Full coverage on Deployment & Data Residency and Triggers & Channel Coverage and 2 more. No documented coverage on Prebuilt Agents, Templates & Packs and Testing, Debugging & Optimization and 1 more.

35. 35

    Datapad7.5 / 14

    Datapad is an AI data analyst that connects 50+ marketing, sales and database sources, answers questions with SQL and Python, runs a catalog of 60+ ready made workflows that produce campaigns and reports, and pushes proactive and anomaly alerts through a Slack bot.

    Full coverage on Security, Identity & Governance and Deployment & Data Residency and 3 more. No documented coverage on Human Oversight & Guardrails and APIs, SDKs & MCP Extensibility and 2 more.

36. 36

    Defog.ai7.5 / 14

    Defog.ai is an enterprise text to SQL analyst built on its own SQLCoder models: teams align it to their schema with instructions and golden queries, ask questions in the app, Slack or an API, and can run it on their own infrastructure.

    Full coverage on Security, Identity & Governance and Deployment & Data Residency and 2 more. No documented coverage on Prebuilt Agents, Templates & Packs and Model Flexibility & Routing and 1 more.

37. 37

    Lumi AI7.5 / 14

    Lumi AI is a chat based data analyst for operations teams that answers questions over ERP and warehouse data with read only access, grounded in a customer maintained knowledge base, with scheduled board alerts and an on premises data gateway.

    Full coverage on Knowledge Grounding & RAG and Deployment & Data Residency and 2 more. No documented coverage on Model Flexibility & Routing and Browser & Computer Use and 1 more.

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 Knowledge Grounding & RAG and Triggers & Channel Coverage and 3 more. No documented coverage on Browser / Computer-use and Testing, Debugging & Optimization and 2 more.

40. 40

    Kaaj AI7.0 / 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 3 more. No documented coverage on Testing, Debugging & Optimization and Model Flexibility & Routing and 3 more.

41. 41

    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.

42. 42

    Athenic AI6.5 / 14

    Athenic AI is a data analyst agent that connects databases, warehouses and business apps, answers plain English questions with live SQL grounded in a customer maintained semantic layer, and runs scheduled analyses and KPI alerts that it emails to the team.

    Full coverage on Knowledge Grounding & RAG and Security, Identity & Governance and 3 more. No documented coverage on Testing, Debugging & Optimization and Browser & Computer Use and 4 more.

43. 43

    Brewit6.5 / 14

    Brewit is a conversational data analyst that writes SQL and recommends charts from plain language questions over a data catalog of the customer's database, with notebooks, dashboards, an evaluation harness and an embeddable chat agent.

    Full coverage on Knowledge Grounding & RAG and Triggers & Channel Coverage and 1 more. No documented coverage on Deployment & Data Residency and Prebuilt Agents, Templates & Packs and 2 more.

44. 44

    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.

45. 45

    Pluvo6.5 / 14

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

    Full coverage on Observability & Auditability and Triggers & Channel Coverage and 1 more. No documented coverage on Model Flexibility & Routing and Testing, Debugging & Optimization and 2 more.

46. 46

    ScienceMachine6.5 / 14

    AI automation for bioanalytical labs at CROs and biopharma service providers, covering LC-MS peak review, study document QC and regulatory report drafting, with scientist approval and a full audit trail.

    Full coverage on Prebuilt Agents / Templates / Packs and Knowledge Grounding & RAG and 2 more. No documented coverage on APIs / SDKs / MCP Extensibility and Model Flexibility & Routing and 3 more.

47. 47

    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 Prebuilt Agents / Templates / Packs and Human Oversight & Guardrails and 2 more. No documented coverage on APIs / SDKs / MCP Extensibility and Deployment & Data Residency and 3 more.

48. 48

    AskEarth6.0 / 14

    Geospatial intelligence agent (GIA) that answers plain language questions over a customer's geodata, satellite imagery and documents with cited sources, hosted in the EU by default with sovereign and on premises options.

    Full coverage on Observability & Auditability and Model Flexibility & Routing and 2 more. No documented coverage on Testing, Debugging & Optimization and Browser / Computer-use and 4 more.

49. 49

    Kyrok6.0 / 14

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

50. 50

    Potato6.0 / 14

    Potato is an AI workspace for life science teams that reviews literature, builds research plans and protocols, and, in early access, designs plate based assay experiments round by round with its Optimizer.

    Full coverage on Knowledge Grounding & RAG and Prebuilt Agents / Templates / Packs. No documented coverage on Browser / Computer-use and Security, Identity & Governance and 2 more.

51. 51

    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 Knowledge Grounding & RAG and Human Oversight & Guardrails and 2 more. No documented coverage on Model Flexibility & Routing and APIs / SDKs / MCP Extensibility and 5 more.

52. 52

    Firmbase5.5 / 14

    Firmbase is an 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.

53. 53

    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 categorized and analyzed 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.

54. 54

    Prophet3.5 / 14

    Prophet builds a continuously updated model of a business from its marketing, commercial and external data and lets teams ask plain English questions, generate forecasts and simulate marketing and pricing decisions before spending.

    No documented coverage on Model Flexibility & Routing and Testing, Debugging & Optimization and 5 more.

55. 55

    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.

56. 56

    Flaunt3.0 / 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.

    No documented coverage on Deployment & Data Residency and APIs, SDKs & MCP Extensibility and 6 more.

57. 57

    OpenEvidence3.0 / 14

    Clinical AI app for verified clinicians: evidence-grounded answers from its own model family (Osler, Sackett, Snow), plus Visits documentation, Coding Intelligence and a HIPAA-secure Doctor Dialer; free for verified clinicians.

58. 58

    PangeAI1.0 / 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 Integrations & Tool Calling and Browser / Computer-use and 10 more.

59. 59

    Emergence AI0.0 / 14

    Emergence AI, formerly known for a multi agent web orchestrator, now builds CRAFT, a neuroformal enterprise data intelligence platform.

    No documented coverage on Integrations & Tool Calling and Workflow Orchestration and 12 more.