agent · data analysis
Tilores vs Wren AI
59 fields both were evaluated on, 23 of them different — including where one discloses something the other does not. Every value links to the document it came from. 36 further fields are disclosed by neither and are listed at the end rather than tabled.
Assurance
| Field | Tilores | Wren AI |
|---|---|---|
| Audit trail· | “Best value picked per field across all linked sources — fully traceable back to the record it came from.”tilores.io · checked Aug 6, 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· | “Rules are explicit, tunable, and auditable. You can show exactly why two records were linked.”tilores.io · checked Aug 6, 2026 | no public information www.getwren.ai · checked Aug 9, 2026 |
| Permission scopes· | no public information tilores.io · checked Aug 6, 2026 | |
| Regulatory alignment· | “Rules are explicit, tunable, and auditable. You can show exactly why two records were linked. You can adjust precision and recall to fit your use case. No black box.”tilores.io · checked Aug 6, 2026 | no public information www.getwren.ai · checked Aug 9, 2026 |
| SLA terms· | “sub-300ms ingestion (2ms self-hosted), ~150ms query response (1ms self-hosted)”tilores.io · checked Aug 6, 2026 | no public information www.getwren.ai · checked Aug 9, 2026 |
| Evaluation coverage· | “They evaluated Tilores against multiple alternatives across a two-month structured benchmark. Tilores won on the hardest data to match: the global shipping and customs records that competing solutions couldn't reliably resolve.”tilores.io · checked Aug 6, 2026 | no public information www.getwren.ai · checked Aug 9, 2026 |
| Self-reported performance· | no public information tilores.io · checked Aug 13, 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 | Tilores | Wren AI |
|---|---|---|
| Goal complexity· | no public information tilores.io · checked Aug 6, 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 tilores.io · checked Aug 6, 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· | “Runs in your cloud, your data centre, or your laptop”tilores.io · checked Aug 6, 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 | Tilores | Wren AI |
|---|---|---|
| Data handling· | “Tilores deploys inside your own environment, so the resolved entity graph your models retrieve from never leaves it.”tilores.io · checked Aug 6, 2026 | no public information www.getwren.ai · checked Aug 9, 2026 |
Practicality
| Field | Tilores | Wren AI |
|---|---|---|
| Pricing model· | no public information tilores.io · checked Aug 6, 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· | “Tilores Studio Free Run entity resolution locally — up to 100,000 records.”tilores.io · checked Aug 6, 2026 | no public information www.getwren.ai · checked Aug 9, 2026 |
| Availability· | “Tilores Studio is now available. Run entity resolution locally on your machine. Download free →”tilores.io · checked Aug 6, 2026 | no public information www.getwren.ai · checked Aug 9, 2026 |
| Deployment options· | “AWS-native by default · Infrastructure-agnostic by design · Runs in your cloud, your data centre, or your laptop”tilores.io · checked Aug 6, 2026 | “Multi-tenant cloud, private cloud, and air-gapped on-prem.”www.getwren.ai · checked Aug 9, 2026 |
| Integrations· | “GraphQL ● 96ms query ResolveEntity { entity(input: { id: "ent_3c8b21a0" }) { entity { id score edges recordInsights { name: valuesDistinct(field: "name" ) email: valuesDistinct(field: "email" ) phone: valuesDistinct(field: "phone" ) dob: valuesDistinct(field: "dateOfBirth" ) address: valuesDistinct(field: "address" ) location: valuesDistinct(field: "location" ) } } } }”tilores.io · checked Aug 6, 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· | “Our team works that way by default. "The Tilores team is one of the most professional teams I've ever worked with in my professional career. They were 100% supportive. They really were part of our team - it felt like a family. They are highly accessible, very professional. They can have discussions at a very pedantic technical level and they're more than capable of explaining things at a business level when needed."”tilores.io · checked Aug 6, 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 |
Ecosystem
| Field | Tilores | 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 | |
| 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 tilores.io · checked Aug 6, 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 | Tilores | Wren AI |
|---|---|---|
| User base· | “Used by AI teams, risk teams, and data engineers at MediaPrint, Inato, Grover, and Cofinity-X”tilores.io · checked Aug 6, 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· | “110M+ Source records resolved 60M Resolved entity clusters <24h Time to first results 100ms Query latency at scale”tilores.io · checked Aug 6, 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· | “By Industry Financial Services Insurance E-commerce Logistics Government Security Publishing”tilores.io · checked Aug 6, 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 Tilores and Wren AI publish nothing on these 36 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 36 identical table rows. Each is shown with its source check on the individual profiles.
- Autonomy level
- Human oversight
- Initiative
- High-risk domains
- Documented incidents
- Market recognition
- Supported regions
- Base models
- Model provider
- Model swappable
- Open weights
- Fine-tuning
- Context window
- Tool use
- Multi-agent
- Marketplace presence
- Safety evaluations
- Red teaming
- Safety policy
- 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
- Runtime governance
- Compliance certifications
- Outcome-based pricing
- Settlement mechanism
- Asset custody
- Dispute process
Questions
- How do Tilores and Wren AI compare on goal complexity?
- Tilores: no public information disclosed. Wren AI: Multi-step reasoning in a sandbox, positioned against single-turn chat.
- How do Tilores and Wren AI compare on open source?
- Tilores: no public information disclosed. Wren AI: Engine self-described as open source; no licence named on the page checked.
- How do Tilores and Wren AI compare on self-reported performance?
- Tilores: no public information disclosed. Wren AI: A customer testimonial on the page claims "up to an 80% query hit rate".