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
| Field | Leni | Tilores |
|---|---|---|
| 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 | no public information tilores.io · checked Aug 6, 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
| Field | Leni | Tilores |
|---|---|---|
| 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 | no public information tilores.io · checked Aug 6, 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 | no public information tilores.io · checked Aug 6, 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 | no public information tilores.io · checked Aug 6, 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 | no public information tilores.io · checked Aug 6, 2026 |
Safety
| Field | Leni | Tilores |
|---|---|---|
| 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 | no public information tilores.io · checked Aug 6, 2026 |
| 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 | no public information tilores.io · checked Aug 6, 2026 |
| 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
| Field | Leni | Tilores |
|---|---|---|
| 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
| Field | Leni | Tilores |
|---|---|---|
| Base models· | “Use Claude, GPT, Gemini, or your preferred model in one place”leni.co · checked Aug 2, 2026 | no public information tilores.io · checked Aug 6, 2026 |
| Model provider· | “Use Claude, GPT, Gemini, or your preferred model in one place”leni.co · checked Aug 2, 2026 | no public information tilores.io · checked Aug 6, 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 | no public information tilores.io · checked Aug 6, 2026 |
Ecosystem
| Field | Leni | Tilores |
|---|---|---|
| Protocols supported· | no public information leni.co · checked Aug 2, 2026 | |
| Tool use· | “Leni routes the work to the right tools and returns a clear, finance-ready answer.”leni.co · checked Aug 2, 2026 | no public information tilores.io · checked Aug 6, 2026 |
| Multi-agent· | “Leni uses structure, checks, and multi-agent collaboration to reduce errors and hallucinations”leni.co · checked Aug 2, 2026 | no public information tilores.io · checked Aug 6, 2026 |
| API access· |
Impact
| Field | Leni | Tilores |
|---|---|---|
| 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 | no public information tilores.io · checked Aug 6, 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