agent · data analysis
Ask On Data vs Wren AI
55 fields both were evaluated on, 21 of them different — including where one discloses something the other does not. Every value links to the document it came from. 34 further fields are disclosed by neither and are listed at the end rather than tabled.
Assurance
| Field | Ask On Data | Wren AI |
|---|---|---|
| Audit trail· | “Action History and Undo Functionality Access a comprehensive history of all actions performed on your data.”askondata.com · checked Aug 2, 2026 | “Role-based access with full activity logs. Provable who saw what, which query produced which number.”www.getwren.ai · checked Aug 9, 2026 |
| Explainability· | “You also have an option of seeing the YAML file, that YAML file you can view, validate and even edit before orchestrating and running those jobs.”askondata.com · checked Aug 2, 2026 | no public information www.getwren.ai · checked Aug 9, 2026 |
| Permission scopes· | no public information askondata.com · checked Aug 2, 2026 | |
| Outcome-based pricing· | based on the amount of data “our costing is based on the amount of data”askondata.com · checked Aug 2, 2026 | no public information www.getwren.ai · checked Aug 9, 2026 |
Agency
| Field | Ask On Data | Wren AI |
|---|---|---|
| Goal complexity· | no public information askondata.com · checked Aug 2, 2026 | Multi-step reasoning in a sandbox, positioned against single-turn chat “Agentic Design 01 Not just chat. Sandboxed, multi-step reasoning.”www.getwren.ai · checked Aug 9, 2026 |
| Action space· | no public information askondata.com · checked Aug 2, 2026 | “Tools and scripts run inside an isolated environment. Agents query, chart, extract from PDFs, build dashboards, save skills.”www.getwren.ai · checked Aug 9, 2026 |
| Operating environment· | no public information askondata.com · checked Aug 2, 2026 | “20+ data sources: BigQuery, PostgreSQL, ClickHouse, Amazon Redshift, and dialect-agnostic.”www.getwren.ai · checked Aug 9, 2026 Not in our latest capture. We captured this page again on Sep 17, 2026 and this quote was not there. How we re-check citations |
Safety
| Field | Ask On Data | Wren AI |
|---|---|---|
| Incident reporting· | Support@AskOnData.com “you can reach out on Support@AskOnData.com”askondata.com · checked Aug 2, 2026 | no public information www.getwren.ai · checked Aug 9, 2026 |
Practicality
| Field | Ask On Data | Wren AI |
|---|---|---|
| Pricing model· | based on the amount of data “our costing is based on the amount of data”askondata.com · checked Aug 2, 2026 | “Start free with open-source GenBI. Upgrade to full Agentic GenBI for governance, embedded API, and enterprise support.”www.getwren.ai · checked Aug 9, 2026 Not in our latest capture. We captured this page again on Sep 17, 2026 and this quote was not there. How we re-check citations |
| Price point· | no public information www.getwren.ai · checked Aug 9, 2026 | |
| Deployment options· | self hosting, enterprise version “If you are self hosting, then it is fully free. However if you would like to use our enterprise version”askondata.com · checked Aug 2, 2026 | “Multi-tenant cloud, private cloud, and air-gapped on-prem.”www.getwren.ai · checked Aug 9, 2026 |
| Integrations· | flat files, API, Database, Data Lake & Data Warehouse, log files “Data Sources Use varied data sources including flat files, API, Database, Data Lake & Data Warehouse, log files etc.”askondata.com · checked Aug 2, 2026 | 20+ data sources including BigQuery, PostgreSQL, ClickHouse and Amazon Redshift “20+ data sources: BigQuery, PostgreSQL, ClickHouse, Amazon Redshift, and dialect-agnostic.”www.getwren.ai · checked Aug 9, 2026 Not in our latest capture. We captured this page again on Sep 17, 2026 and this quote was not there. How we re-check citations |
| Support model· | no public information askondata.com · checked Aug 2, 2026 | "Enterprise support" named as a paid-tier feature; no response times or remedies published “Upgrade to full Agentic GenBI for governance, embedded API, and enterprise support.”www.getwren.ai · checked Aug 9, 2026 Not in our latest capture. We captured this page again on Sep 17, 2026 and this quote was not there. How we re-check citations |
Foundation models
| Field | Ask On Data | Wren AI |
|---|---|---|
| Base models· | fine tuned LLM models “The chat-based interface of Ask On Data is powered by fine tuned LLM models.”askondata.com · checked Aug 2, 2026 | no public information www.getwren.ai · checked Aug 9, 2026 |
| Fine-tuning· | fine tuned LLM models “The chat-based interface of Ask On Data is powered by fine tuned LLM models.”askondata.com · checked Aug 2, 2026 | no public information www.getwren.ai · checked Aug 9, 2026 |
Ecosystem
| Field | Ask On Data | Wren AI |
|---|---|---|
| Protocols supported· | no public information askondata.com · checked Aug 2, 2026 | MCP; MDL, text-to-SQL and a CLI listed in the same capability row “MDL · text-to-SQL · MCP · CLI · 20+ connectors”www.getwren.ai · checked Aug 9, 2026 |
| API access· | no public information askondata.com · checked Aug 2, 2026 | “Embedded AI API REST Build your own UX on the raw endpoints: natural language to governed SQL with execution, plus chart specs you render in your stack.”www.getwren.ai · checked Aug 9, 2026 Not in our latest capture. We captured this page again on Sep 17, 2026 and this quote was not there. How we re-check citations |
| Open source· | no public information askondata.com · checked Aug 2, 2026 | Engine self-described as open source; no licence named on the page checked “The engine is open source. That's the difference.”www.getwren.ai · checked Aug 9, 2026 |
Impact
| Field | Ask On Data | Wren AI |
|---|---|---|
| User base· | no public information askondata.com · checked Aug 2, 2026 | Self-reported 15,000+ data experts and analytics teams. The same page separately claims 50,000+ users (see deployment_scale); the two figures are not reconciled on the page “Trusted by 15,000+ data experts and analytics teams worldwide.”www.getwren.ai · checked Aug 9, 2026 Not in our latest capture. We captured this page again on Sep 17, 2026 and this quote was not there. How we re-check citations |
| Deployment scale· | no public information askondata.com · checked Aug 2, 2026 | “Trusted by 50,000+ users worldwide. Public companies across the US, EU, Middle East, and Asia.”www.getwren.ai · checked Aug 9, 2026 Not in our latest capture. We captured this page again on Sep 17, 2026 and this quote was not there. How we re-check citations |
| Target sectors· | no public information askondata.com · checked Aug 2, 2026 | Manufacturing, healthcare, finance, retail and media “Use cases in production across industries How companies across manufacturing, healthcare, finance, retail and media ship governed answers to humans and agents.”www.getwren.ai · checked Aug 9, 2026 Not in our latest capture. We captured this page again on Sep 17, 2026 and this quote was not there. How we re-check citations |
Disclosed by neither
Both Ask On Data and Wren AI publish nothing on these 34 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 34 identical table rows. Each is shown with its source check on the individual profiles.
- Autonomy level
- Human oversight
- Initiative
- High-risk domains
- Documented incidents
- Availability
- Supported regions
- Model provider
- Model swappable
- Open weights
- Context window
- Tool use
- Multi-agent
- Marketplace presence
- Safety evaluations
- Red teaming
- Safety policy
- Usage restrictions
- Model or system card
- Third-party evaluations
- Data handling
- Insurance available
- Insurance carriers
- Coverage limits
- Indemnification
- Liability cap
- Tamper-evident log
- Runtime governance
- Compliance certifications
- Regulatory alignment
- Settlement mechanism
- Dispute process
- SLA terms
- Evaluation coverage
Questions
- How do Ask On Data and Wren AI compare on goal complexity?
- Ask On Data: no public information disclosed. Wren AI: Multi-step reasoning in a sandbox, positioned against single-turn chat.
- How do Ask On Data and Wren AI compare on user base?
- Ask On Data: no public information disclosed. Wren AI: Self-reported 15,000+ data experts and analytics teams. The same page separately claims 50,000+ users (see deployment_scale); the two figures are not reconciled on the page.
- How do Ask On Data and Wren AI compare on target sectors?
- Ask On Data: no public information disclosed. Wren AI: Manufacturing, healthcare, finance, retail and media.
- How do Ask On Data and Wren AI compare on price point?
- Ask On Data: Free. Wren AI: no public information disclosed.
- How do Ask On Data and Wren AI compare on integrations?
- Ask On Data: flat files, API, Database, Data Lake & Data Warehouse, log files. Wren AI: 20+ data sources including BigQuery, PostgreSQL, ClickHouse and Amazon Redshift.
- How do Ask On Data and Wren AI compare on support model?
- Ask On Data: no public information disclosed. Wren AI: "Enterprise support" named as a paid-tier feature; no response times or remedies published.