AI Dispatch
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

FieldAsk On DataTilores
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·
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
SLA terms·
sub-300ms ingestion (2ms self-hosted), ~150ms query response (1ms self-hosted)
tilores.io · checked Aug 6, 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

Agency

FieldAsk On DataTilores
Operating environment·
Runs in your cloud, your data centre, or your laptop
tilores.io · checked Aug 6, 2026

Safety

FieldAsk On DataTilores
Incident reporting·
Support@AskOnData.com
you can reach out on Support@AskOnData.com
askondata.com · checked Aug 2, 2026
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

Practicality

FieldAsk On DataTilores
Pricing model·
based on the amount of data
our costing is based on the amount of data
askondata.com · checked Aug 2, 2026
Price point·
Tilores Studio Free Run entity resolution locally — up to 100,000 records.
tilores.io · checked Aug 6, 2026
Availability·
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·
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

FieldAsk On DataTilores
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
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

Ecosystem

FieldAsk On DataTilores
Protocols supported·
GraphQL ● 96ms query ResolveEntity {
tilores.io · checked Aug 6, 2026
API access·
GraphQL ● 96ms query ResolveEntity {
tilores.io · checked Aug 6, 2026

Impact

FieldAsk On DataTilores
User base·
Used by AI teams, risk teams, and data engineers at MediaPrint, Inato, Grover, and Cofinity-X
tilores.io · checked Aug 6, 2026
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
Target sectors·
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.