agent · data analysis
Pecan AI vs Tilores
55 fields both were evaluated on, 20 of them different — including where one discloses something the other does not. Every value links to the document it came from. 35 further fields are disclosed by neither and are listed at the end rather than tabled.
Assurance
| Field | Pecan AI | Tilores |
|---|---|---|
| Audit trail· | no public information www.pecan.ai · checked Aug 1, 2026 | “Best value picked per field across all linked sources — fully traceable back to the record it came from.”tilores.io · checked Aug 6, 2026 |
| Explainability· | “Transparent dashboards show the drivers behind every prediction for maximum explanability.”www.pecan.ai · checked Aug 1, 2026 | “Rules are explicit, tunable, and auditable. You can show exactly why two records were linked.”tilores.io · checked Aug 6, 2026 |
| Compliance certifications· | “Pecan is ISO 27001 certified, SOC 2 Type II audited, GDPR ready, and encrypts data in transit and at rest.”www.pecan.ai · checked Aug 1, 2026 | no public information tilores.io · checked Aug 6, 2026 |
| Regulatory alignment· | “Pecan is ISO 27001 certified, SOC 2 Type II audited, GDPR ready, and encrypts data in transit and at rest.”www.pecan.ai · checked Aug 1, 2026 | “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 |
| SLA terms· | no public information www.pecan.ai · checked Aug 1, 2026 | “sub-300ms ingestion (2ms self-hosted), ~150ms query response (1ms self-hosted)”tilores.io · checked Aug 6, 2026 |
| Evaluation coverage· | no public information www.pecan.ai · checked Aug 1, 2026 | “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 |
Agency
| Field | Pecan AI | Tilores |
|---|---|---|
| Operating environment· | no public information www.pecan.ai · checked Aug 1, 2026 | “Runs in your cloud, your data centre, or your laptop”tilores.io · checked Aug 6, 2026 |
Safety
| Field | Pecan AI | Tilores |
|---|---|---|
| Data handling· | “Pecan is ISO 27001 certified, SOC 2 Type II audited, GDPR ready, and encrypts data in transit and at rest. You control what data is shared, and PII is never needed or requested.”www.pecan.ai · checked Aug 1, 2026 | “Tilores deploys inside your own environment, so the resolved entity graph your models retrieve from never leaves it.”tilores.io · checked Aug 6, 2026 |
Practicality
| Field | Pecan AI | Tilores |
|---|---|---|
| Pricing model· | “Here is our easy-to-understand and no end-of-month-surprises pricing.”www.pecan.ai · checked Aug 1, 2026 | no public information tilores.io · checked Aug 6, 2026 |
| Price point· | “Tilores Studio Free Run entity resolution locally — up to 100,000 records.”tilores.io · checked Aug 6, 2026 | |
| Availability· | no public information www.pecan.ai · checked Aug 1, 2026 | “Tilores Studio is now available. Run entity resolution locally on your machine. Download free →”tilores.io · checked Aug 6, 2026 |
| Deployment options· | “You can opt to upload CSV or Excel files. We’ll map it to your stack during the demo.”www.pecan.ai · checked Aug 1, 2026 | “AWS-native by default · Infrastructure-agnostic by design · Runs in your cloud, your data centre, or your laptop”tilores.io · checked Aug 6, 2026 |
| Integrations· | “Secure connectors link directly to your cloud warehouse, then predictions flow into CRMs, marketing platforms, and BI dashboards via native integrations or API.”www.pecan.ai · checked Aug 1, 2026 | “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 |
| Support model· | no public information www.pecan.ai · checked Aug 1, 2026 | “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 |
Ecosystem
| Field | Pecan AI | Tilores |
|---|---|---|
| Protocols supported· | “Secure connectors link directly to your cloud warehouse, then predictions flow into CRMs, marketing platforms, and BI dashboards via native integrations or API.”www.pecan.ai · checked Aug 1, 2026 | |
| API access· | “Secure connectors link directly to your cloud warehouse, then predictions flow into CRMs, marketing platforms, and BI dashboards via native integrations or API.”www.pecan.ai · checked Aug 1, 2026 |
Impact
| Field | Pecan AI | Tilores |
|---|---|---|
| User base· | no public information www.pecan.ai · checked Aug 1, 2026 | “Used by AI teams, risk teams, and data engineers at MediaPrint, Inato, Grover, and Cofinity-X”tilores.io · checked Aug 6, 2026 |
| Deployment scale· | no public information www.pecan.ai · checked Aug 1, 2026 | “110M+ Source records resolved 60M Resolved entity clusters <24h Time to first results 100ms Query latency at scale”tilores.io · checked Aug 6, 2026 |
| Target sectors· | “By Industry Financial Services Insurance E-commerce Logistics Government Security Publishing”tilores.io · checked Aug 6, 2026 | |
| High-risk domains· | “Fraud and Chargeback Prevention Score each transaction or account for fraud risk, then trigger actions like hold for review or auto-cancel while reducing false positives.”www.pecan.ai · checked Aug 1, 2026 | no public information tilores.io · checked Aug 6, 2026 |
Disclosed by neither
Both Pecan AI and Tilores publish nothing on these 35 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 35 identical table rows. Each is shown with its source check on the individual profiles.
- Autonomy level
- Human oversight
- Goal complexity
- Action space
- Initiative
- Documented incidents
- Supported regions
- Base models
- Model provider
- Model swappable
- Open weights
- Fine-tuning
- Context window
- Tool use
- Multi-agent
- Open source
- Marketplace presence
- Safety evaluations
- Red teaming
- Safety policy
- Usage restrictions
- Model or system card
- Incident reporting
- Third-party evaluations
- Insurance available
- Insurance carriers
- Coverage limits
- Indemnification
- Liability cap
- Tamper-evident log
- Runtime governance
- Permission scopes
- Outcome-based pricing
- Settlement mechanism
- Dispute process