AI Dispatch
agent · data analysis

Leni vs Tilores

55 fields both were evaluated on, 30 of them different — including where one discloses something the other does not. Every value links to the document it came from. 25 further fields are disclosed by neither and are listed at the end rather than tabled.

Assurance

FieldLeniTilores
Audit trail·
Institutional Context Graph Decisions made through Leni are captured as a structured trace and added to a growing, fully private context graph for your organization.
leni.co · 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·
no public information
leni.co · 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
Runtime governance·
Leni uses containerized popular models with strong guardrails to protect sensitive data
leni.co · checked Aug 2, 2026
Regulatory alignment·
no public information
leni.co · 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
SLA terms·
no public information
leni.co · checked Aug 2, 2026
sub-300ms ingestion (2ms self-hosted), ~150ms query response (1ms self-hosted)
tilores.io · checked Aug 6, 2026
Evaluation coverage·
Independently evaluated against top Al platforms across reasoning, spreadsheets, research, hallucinations, and creative tasks.
leni.co · checked Aug 2, 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

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

FieldLeniTilores
Human oversight·
Our architecture is designed to take care of all these at scale for enterprises. Leni uses structure, checks, and multi-agent collaboration to reduce errors and hallucinations, producing work you can trust.
leni.co · checked Aug 2, 2026
Goal complexity·
Leni is loved by serious investors looking for finished products rather than back-and-forth. It understands your needs, it self-prompts, keeps context, and gets tasks done, so workflows keep moving and actually save time.
leni.co · checked Aug 2, 2026
Action space·
Leni integrates with the widest range of industry-specific ERPs and systems using a purpose-built data model, enabling you to automate back-office tasks and portfolio reporting across multiple managers and systems.
leni.co · checked Aug 2, 2026
Operating environment·
It is built to connect and evolve with your documents, meetings, emails, and the widest range of industry-specific systems, including Yardi, Entrata, ResMan, RealPage, AppFolio, and more
leni.co · checked Aug 2, 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

Runs in your cloud, your data centre, or your laptop
tilores.io · checked Aug 6, 2026
Initiative·
It understands your needs, it self-prompts, keeps context, and gets tasks done, so workflows keep moving and actually save time.
leni.co · checked Aug 2, 2026

Safety

FieldLeniTilores
Safety evaluations·
Independently evaluated against top Al platforms across reasoning, spreadsheets, research, hallucinations, and creative tasks.
leni.co · checked Aug 2, 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

Third-party evaluations·
Independently evaluated against top Al platforms across reasoning, spreadsheets, research, hallucinations, and creative tasks.
leni.co · checked Aug 2, 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

Data handling·
We have self-trained small-weight models and host every frontier model on our servers, so nothing leaves the environment.
leni.co · 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

FieldLeniTilores
Price point·
no public information
leni.co · checked Aug 2, 2026
Tilores Studio Free Run entity resolution locally — up to 100,000 records.
tilores.io · checked Aug 6, 2026
Availability·
no public information
leni.co · 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·
Leni uses containerized popular models with strong guardrails to protect sensitive data, enabling teams to operate with confidence. We have self-trained small-weight models and host every frontier model on our servers, so nothing leaves the environment.
leni.co · 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·
including Yardi, Entrata, ResMan, RealPage, AppFolio, and more
leni.co · checked Aug 2, 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

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
leni.co · 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

FieldLeniTilores
Base models·
Use Claude, GPT, Gemini, or your preferred model in one place
leni.co · checked Aug 2, 2026
Model provider·
Use Claude, GPT, Gemini, or your preferred model in one place
leni.co · checked Aug 2, 2026
Model swappable·
Leni routes work across models under the hood, or lets you select your favourite LLM so you get better outputs and lower cost without rebuilding your workflow.
leni.co · checked Aug 2, 2026

Ecosystem

FieldLeniTilores
Protocols supported·
no public information
leni.co · checked Aug 2, 2026
GraphQL ● 96ms query ResolveEntity {
tilores.io · checked Aug 6, 2026
Tool use·
Leni routes the work to the right tools and returns a clear, finance-ready answer.
leni.co · checked Aug 2, 2026
Multi-agent·
Leni uses structure, checks, and multi-agent collaboration to reduce errors and hallucinations
leni.co · checked Aug 2, 2026
API access·
GraphQL ● 96ms query ResolveEntity {
tilores.io · checked Aug 6, 2026

Impact

FieldLeniTilores
User base·
Loved by over 10K ambitious professionals and world-class teams.
leni.co · checked Aug 2, 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

Used by AI teams, risk teams, and data engineers at MediaPrint, Inato, Grover, and Cofinity-X
tilores.io · checked Aug 6, 2026
Deployment scale·
Loved by over 10K ambitious professionals and world-class teams. Try now
leni.co · checked Aug 2, 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

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·
Leni is an agentic architecture built for busy real estate, private equity, and investment finance teams
leni.co · checked Aug 2, 2026
By Industry Financial Services Insurance E-commerce Logistics Government Security Publishing
tilores.io · checked Aug 6, 2026
High-risk domains·
Leni is built for serious work where context, accuracy, and validation matter the most. That includes work that every enterprise does and delivers every day.
leni.co · checked Aug 2, 2026

Disclosed by neither

Both Leni and Tilores publish nothing on these 25 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 25 identical table rows. Each is shown with its source check on the individual profiles.

  • Autonomy level
  • Documented incidents
  • Pricing model
  • Supported regions
  • Open weights
  • Fine-tuning
  • Context window
  • Open source
  • Marketplace presence
  • Red teaming
  • Safety policy
  • Usage restrictions
  • Model or system card
  • Incident reporting
  • Insurance available
  • Insurance carriers
  • Coverage limits
  • Indemnification
  • Liability cap
  • Tamper-evident log
  • Permission scopes
  • Compliance certifications
  • Outcome-based pricing
  • Settlement mechanism
  • Dispute process