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8 alternatives · updated Aug 2026

The best TextQL alternatives in 2026

8 tools that do the job TextQL does. Each one is measured against TextQL on price, free plan and our rating, so you can see what you gain by switching.

Shortlist by what you need

Start here if you know why you are leaving TextQL.

  1. Want the closest match?

    Coginiti

    Most similar to TextQL in what it does, its category and its price.

    Visit (opens Coginiti in a new tab)
  2. Want the best rated?

    Google Looker

    Rated 4.3 out of 5 in our review, against 4.1 for TextQL.

    Visit (opens Google Looker in a new tab)

At a glance

Green means better than TextQL, red means worse. Prices are starting prices per month.

ToolOur ratingStarts atFree planBest forCompare
TextQLBaseline4.1Not listedNoBuilds a governed ontology over enterprise data so agents answer from the same definitions.
Coginiti4.2+0.1$15.75/moNoCoginiti pairs an AI SQL assistant with a governed semantic layer so data teams and AI agents work from the same trusted metrics.vs TextQL
TimeXtender3.7−0.4Not listedNo"The Control Layer for AI-Ready Data" - Xpilot Analytics lets you chat with your governed data, and an MCP Server connects it directly to AI tools and agents.vs TextQL
Google Looker4.3+0.2Not listedNoA semantic modeling layer that defines metrics once, in codevs TextQL
Zenlytic4.2+0.1Not listedNoZoë, an AI analyst that produces board-ready documents, not just chartsvs TextQL
Dawiso3.8−0.3Not listedNoA data catalogue that exposes its glossary to AI agents over MCP.vs TextQL
Promethium3.8−0.3Not listedNoMakes enterprise data AI-ready through a universal query engine, a context hub and a Trust Harness, so agents answer from governed data.vs TextQL
Snowflake Cortex Analyst4.2+0.1Not listedNoConversational querying built into Snowflake's cloud data warehousevs TextQL
Supersimple4.1SameNot listedNoSelf-service business intelligence with governed definitions and permission-aware answers.vs TextQL

The alternatives in detail

In order of how closely each one matches TextQL.

  1. Coginiti

    4.2$15.75/mo

    vs TextQL+0.1

    Coginiti pairs an AI SQL assistant with a governed semantic layer so data teams and AI agents work from the same trusted metrics.

    • AI SQL assistant for query generation and optimization
    • Governed semantic layer shared between humans and AI agents
    • Connectors to 21+ database and warehouse platforms

    Broad database connector coverage spans legacy and modern platforms

    No perpetual free plan, only a 14-day trial

  2. TimeXtender

    3.7Not listed

    vs TextQL−0.4

    "The Control Layer for AI-Ready Data" - Xpilot Analytics lets you chat with your governed data, and an MCP Server connects it directly to AI tools and agents.

    • Xpilot Analytics - conversational AI queries on governed data
    • MCP Server for connecting data to AI tools and agents
    • Metadata-driven AI/ML pipeline generation and data discovery

    Grounds AI answers in governed definitions rather than raw, undocumented tables

    No published pricing - requires booking a demo

  3. Google Looker

    4.3Not listed

    vs TextQL+0.2

    A semantic modeling layer that defines metrics once, in code.

    • LookML semantic modeling layer for governed metric definitions
    • Metrics defined once, consistent across every dashboard
    • Native integration with BigQuery and Google Cloud data services

    Strong metric governance and consistency across an organization

    No free tier or transparent self-serve pricing

  4. Zenlytic

    4.2Not listed

    vs TextQL+0.1

    Zoë, an AI analyst that produces board-ready documents, not just charts.

    • Zoë, an AI data agent producing full analyses, not just charts
    • Git-native semantic layer with branching and pull-request review
    • Citations linking every number to its source data and calculation

    Produces genuinely finished documents, not just raw charts or numbers

    No free tier or transparent self-serve pricing

  5. Dawiso

    3.8Not listed

    vs TextQL−0.3

    A data catalogue that exposes its glossary to AI agents over MCP.

    • Automated metadata scanning across 40+ platforms
    • Business glossary for organisation-wide term definitions
    • Interactive data lineage visualisation

    Serves governed context to AI agents, not just to people

    '50% less than other solutions' is a comparison with no figure

  6. Promethium

    3.8Not listed

    vs TextQL−0.3

    Makes enterprise data AI-ready through a universal query engine, a context hub and a Trust Harness, so agents answer from governed data.

    • Universal Query Engine reaching data without consolidation
    • 360 degree Context Hub supplying semantic meaning
    • Trust Harness governing AI output

    Semantic context is what makes AI answers correct rather than plausible

    No public pricing - enterprise sales

  7. vs TextQL+0.1

    Conversational querying built into Snowflake's cloud data warehouse.

    • Natural-language querying grounded in Snowflake's data warehouse
    • No separate data connection or governance setup required
    • Built for organizations already using Snowflake

    Native grounding in already-governed Snowflake data

    No free tier or transparent self-serve pricing

  8. Supersimple

    4.1Not listed

    vs TextQLSame

    Self-service business intelligence with governed definitions and permission-aware answers.

    • Plain-language questions answered across the data warehouse
    • Answers grounded in governed metric definitions rather than inferred ones
    • Permission-aware search that respects existing access controls

    Governed definitions solve the trust problem that sinks most NL-BI tools

    Requires an existing warehouse with defined metrics to be useful

FAQ

Questions people ask

Is TextQL free?

TextQL does not list a free plan. Check its pricing page for current plans.

What is the cheapest alternative to TextQL?

Among paid plans, Coginiti has the lowest starting price (from $15.75/mo).

How did you pick these alternatives?

We match tools on what they do, their category and their price, using the details in our directory. Ratings come from our reviews and reader reviews.