agent · data analysis
Ask On Data vs Tilores
55 fields both were evaluated on, 22 of them different — including where one discloses something the other does not. Every value links to the document it came from. 33 further fields are disclosed by neither and are listed at the end rather than tabled.
Assurance
| Field | Ask On Data | Tilores |
|---|---|---|
| Audit trail· | “Action History and Undo Functionality Access a comprehensive history of all actions performed on your data.”askondata.com · checked Aug 2, 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· | “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 | “Rules are explicit, tunable, and auditable. You can show exactly why two records were linked.”tilores.io · checked Aug 6, 2026 |
| Regulatory alignment· | no public information askondata.com · checked Aug 2, 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 |
| 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 tilores.io · checked Aug 6, 2026 |
| SLA terms· | no public information askondata.com · checked Aug 2, 2026 | “sub-300ms ingestion (2ms self-hosted), ~150ms query response (1ms self-hosted)”tilores.io · checked Aug 6, 2026 |
| Evaluation coverage· | no public information askondata.com · checked Aug 2, 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 | Ask On Data | Tilores |
|---|---|---|
| Operating environment· | no public information askondata.com · checked Aug 2, 2026 | “Runs in your cloud, your data centre, or your laptop”tilores.io · checked Aug 6, 2026 |
Safety
| Field | Ask On Data | Tilores |
|---|---|---|
| Incident reporting· | Support@AskOnData.com “you can reach out on Support@AskOnData.com”askondata.com · checked Aug 2, 2026 | no public information tilores.io · checked Aug 6, 2026 |
| Data handling· | no public information askondata.com · checked Aug 2, 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 | Ask On Data | Tilores |
|---|---|---|
| Pricing model· | based on the amount of data “our costing is based on the amount of data”askondata.com · checked Aug 2, 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 askondata.com · checked Aug 2, 2026 | “Tilores Studio is now available. Run entity resolution locally on your machine. Download free →”tilores.io · checked Aug 6, 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 | “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· | 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 | “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 askondata.com · checked Aug 2, 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 |
Foundation models
| Field | Ask On Data | Tilores |
|---|---|---|
| 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 tilores.io · checked Aug 6, 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 tilores.io · checked Aug 6, 2026 |
Ecosystem
| Field | Ask On Data | Tilores |
|---|---|---|
| Protocols supported· | no public information askondata.com · checked Aug 2, 2026 | |
| API access· | no public information askondata.com · checked Aug 2, 2026 |
Impact
| Field | Ask On Data | Tilores |
|---|---|---|
| User base· | no public information askondata.com · checked Aug 2, 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 askondata.com · checked Aug 2, 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· | no public information askondata.com · checked Aug 2, 2026 | “By Industry Financial Services Insurance E-commerce Logistics Government Security Publishing”tilores.io · checked Aug 6, 2026 |
Disclosed by neither
Both Ask On Data and Tilores publish nothing on these 33 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 33 identical table rows. Each is shown with its source check on the individual profiles.
- Autonomy level
- Human oversight
- Goal complexity
- Action space
- Initiative
- High-risk domains
- Documented incidents
- Supported regions
- Model provider
- Model swappable
- Open weights
- Context window
- Tool use
- Multi-agent
- Open source
- Marketplace presence
- Safety evaluations
- Red teaming
- Safety policy
- Usage restrictions
- Model or system card
- Third-party evaluations
- Insurance available
- Insurance carriers
- Coverage limits
- Indemnification
- Liability cap
- Tamper-evident log
- Runtime governance
- Permission scopes
- Compliance certifications
- Settlement mechanism
- Dispute process
Questions
- How do Ask On Data and Tilores compare on pricing model?
- Ask On Data: based on the amount of data. Tilores: no public information disclosed.
- How do Ask On Data and Tilores compare on base models?
- Ask On Data: fine tuned LLM models. Tilores: no public information disclosed.
- How do Ask On Data and Tilores compare on fine-tuning?
- Ask On Data: fine tuned LLM models. Tilores: no public information disclosed.
- How do Ask On Data and Tilores compare on incident reporting?
- Ask On Data: Support@AskOnData.com. Tilores: no public information disclosed.
- How do Ask On Data and Tilores compare on outcome-based pricing?
- Ask On Data: based on the amount of data. Tilores: no public information disclosed.