agent · data analysis
Dot vs Wren AI
59 fields both were evaluated on, 28 of them different — including where one discloses something the other does not. Every value links to the document it came from. 31 further fields are disclosed by neither and are listed at the end rather than tabled.
Assurance
| Field | Dot | Wren AI |
|---|---|---|
| Audit trail· | “Role-based access with full activity logs. Provable who saw what, which query produced which number.”www.getwren.ai · checked Aug 9, 2026 | |
| Explainability· | “Fetched metrics from Tableau revenue_dashboard · 8 measures synced 1m ago Cross-checked Snowflake history query_log · validated 3 metric definitions 3m ago Pulled Confluence context Data Dictionary page · 12 terms enriched 5m ago Resolved naming conflict revenue_net · Tableau vs Snowflake 8m ago Context model updated 4 files · ready for review 10m ago”getdot.ai · checked Aug 1, 2026 | no public information www.getwren.ai · checked Aug 9, 2026 |
| Runtime governance· | SSO RBAC Row-Level Security “Analyst ✓ ✓ — ✓ — Executive ✓ ✓ ✓ ✓ ✓ Viewer — ✓ — — — Admin ✓ ✓ ✓ ✓ ✓ SSO RBAC Row-Level Security”getdot.ai · checked Aug 1, 2026 | no public information www.getwren.ai · checked Aug 9, 2026 |
| Permission scopes· | ||
| Compliance certifications· | no public information www.getwren.ai · checked Aug 9, 2026 | |
| Regulatory alignment· | no public information www.getwren.ai · checked Aug 9, 2026 | |
| Self-reported performance· | Self-reported customer-impact metrics from named case studies: "18x ROI," "12,000h+ saved," "10x ROI," and "€800K found." “12,000h+ saved”getdot.ai · checked Aug 9, 2026 | A customer testimonial on the page claims "up to an 80% query hit rate" “delivers up to an 80% query hit rate”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 |
Agency
| Field | Dot | Wren AI |
|---|---|---|
| Goal complexity· | Multi-dimensional analysis with drill-downs and full methodology. “Complex investigations, executive‑ready reports Multi-dimensional analysis with drill-downs and full methodology.”getdot.ai · checked Aug 1, 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· | “Dot finds the right tables, writes SQL, and generates a chart.”getdot.ai · checked Aug 1, 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· | Slack, Microsoft Teams, and email. “Get insights where you work: Slack, Microsoft Teams, and email.”getdot.ai · checked Aug 1, 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 |
| Initiative· | “Ask in plain English. Dot finds the right tables, writes SQL, and generates a chart.”getdot.ai · checked Aug 1, 2026 | no public information www.getwren.ai · checked Aug 9, 2026 |
Safety
| Field | Dot | Wren AI |
|---|---|---|
| Safety evaluations· | no public information www.getwren.ai · checked Aug 9, 2026 | |
| Safety policy· | no public information www.getwren.ai · checked Aug 9, 2026 | |
| Data handling· | no public information www.getwren.ai · checked Aug 9, 2026 |
Practicality
| Field | Dot | Wren AI |
|---|---|---|
| Pricing model· | no public information getdot.ai · checked Aug 1, 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 |
| Deployment options· | no-code integrations or Dot's API. “Connect with no-code integrations or Dot's API.”getdot.ai · checked Aug 1, 2026 | “Multi-tenant cloud, private cloud, and air-gapped on-prem.”www.getwren.ai · checked Aug 9, 2026 |
| Integrations· | Slack, Microsoft Teams, and email. “Get insights where you work: Slack, Microsoft Teams, and email.”getdot.ai · checked Aug 1, 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 |
| Supported regions· | no public information www.getwren.ai · checked Aug 9, 2026 | |
| Support model· | no public information getdot.ai · checked Aug 1, 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 | Dot | Wren AI |
|---|---|---|
| Fine-tuning· | “You can train Dot to get better. Add instructions, examples, and business rules with Dot's context agent.”getdot.ai · checked Aug 1, 2026 | no public information www.getwren.ai · checked Aug 9, 2026 |
Ecosystem
| Field | Dot | Wren AI |
|---|---|---|
| Protocols supported· | 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 | |
| Tool use· | “Dot finds the right tables, writes SQL, and generates a chart.”getdot.ai · checked Aug 1, 2026 | no public information www.getwren.ai · checked Aug 9, 2026 |
| API access· | “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 getdot.ai · checked Aug 1, 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 | Dot | Wren AI |
|---|---|---|
| User base· | 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 getdot.ai · checked Aug 1, 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· | financial analysis tasks from Adyen “Benchmarked on 450+ financial analysis tasks from Adyen”getdot.ai · checked Aug 1, 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 |
| High-risk domains· | financial analysis tasks from Adyen “Benchmarked on 450+ financial analysis tasks from Adyen”getdot.ai · checked Aug 1, 2026 | no public information www.getwren.ai · checked Aug 9, 2026 |
Disclosed by neither
Both Dot and Wren AI publish nothing on these 31 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 31 identical table rows. Each is shown with its source check on the individual profiles.
- Autonomy level
- Human oversight
- Documented incidents
- Market recognition
- Price point
- Availability
- Base models
- Model provider
- Model swappable
- Open weights
- Context window
- Multi-agent
- Marketplace presence
- Red teaming
- Usage restrictions
- Model or system card
- Incident reporting
- Third-party evaluations
- Insurance available
- Own liability cover
- Insurance carriers
- Coverage limits
- Indemnification
- Liability cap
- Tamper-evident log
- Outcome-based pricing
- Settlement mechanism
- Asset custody
- Dispute process
- SLA terms
- Evaluation coverage
Questions
- How do Dot and Wren AI compare on goal complexity?
- Dot: Multi-dimensional analysis with drill-downs and full methodology.. Wren AI: Multi-step reasoning in a sandbox, positioned against single-turn chat.
- How do Dot and Wren AI compare on user base?
- Dot: 100+ top teams. 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 Dot and Wren AI compare on target sectors?
- Dot: financial analysis tasks from Adyen. Wren AI: Manufacturing, healthcare, finance, retail and media.
- How do Dot and Wren AI compare on high-risk domains?
- Dot: financial analysis tasks from Adyen. Wren AI: no public information disclosed.
- How do Dot and Wren AI compare on integrations?
- Dot: Slack, Microsoft Teams, and email.. Wren AI: 20+ data sources including BigQuery, PostgreSQL, ClickHouse and Amazon Redshift.
- How do Dot and Wren AI compare on support model?
- Dot: no public information disclosed. Wren AI: "Enterprise support" named as a paid-tier feature; no response times or remedies published.