AI Dispatch
agent · data analysis

LangWatch vs Tilores

59 fields both were evaluated on, 34 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

FieldLangWatchTilores
Audit trail·
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·
The judge reads the whole trace like you would, expanding each step, so a verdict comes with the reasoning behind it.
langwatch.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
Runtime governance·
RBAC + REST APIs SCIM + SSO Cost-center attribution
langwatch.ai · checked Aug 1, 2026
Permission scopes·
Compliance certifications·
ISO 27001 Certified GDPR Compliant EU data Residency Monitored by Vanta
langwatch.ai · checked Aug 1, 2026
Regulatory alignment·
GDPR Compliant EU data Residency
langwatch.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·
sub-300ms ingestion (2ms self-hosted), ~150ms query response (1ms self-hosted)
tilores.io · checked Aug 6, 2026
Evaluation coverage·
Evaluate Score everything, from a single output to a whole conversation, offline and live in production.
langwatch.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
Self-reported performance·
Reports a median PM-to-PR time of 14 minutes using its workflow
median PM-to-PR 14 minutes
langwatch.ai · checked Aug 21, 2026

Agency

FieldLangWatchTilores
Goal complexity·
PM writes the goal Plain English. No code, no YAML. The brief is the spec.
langwatch.ai · checked Aug 1, 2026
Action space·
Every tool call, skill, and MCP server is traced, and mockable or fixtured for deterministic runs.
langwatch.ai · checked Aug 1, 2026
Operating environment·
Simulate real users Text and voice conversations from a simulated user that pushes your agent turn after turn, like the real world does.
langwatch.ai · checked Aug 1, 2026
Runs in your cloud, your data centre, or your laptop
tilores.io · checked Aug 6, 2026
Initiative·
Langy turns a PM's goal into a full Scenario test plan, then turns the failures into pull requests.
langwatch.ai · checked Aug 1, 2026

Safety

FieldLangWatchTilores
Safety evaluations·
Red teaming Adversarial simulations probe for jailbreaks, policy breaks, and unsafe tool calls before your users find them.
langwatch.ai · checked Aug 1, 2026
Red teaming·
Red teaming Adversarial simulations probe for jailbreaks, policy breaks, and unsafe tool calls before your users find them.
langwatch.ai · checked Aug 1, 2026
Safety policy·
GDPR Compliant EU data Residency
langwatch.ai · checked Aug 1, 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

FieldLangWatchTilores
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·
Cloud, self-hosted, or hybrid. Self-hosted Docker, Kubernetes/Helm, or in your VPC Hybrid Data plane on your infra, control plane on ours Cloud Managed multi-tenant SaaS
langwatch.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·
OpenTelemetry native Full GenAI spec support, so your traces work with any framework and any OTel-compatible stack.
langwatch.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
Supported regions·
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

FieldLangWatchTilores
Base models·
Claude Code, Codex, opencode and more
langwatch.ai · checked Aug 1, 2026
Model provider·
Claude Code, Codex, opencode and more
langwatch.ai · checked Aug 1, 2026
Model swappable·
Works with every agent framework, no rewrite required.
langwatch.ai · checked Aug 1, 2026

Ecosystem

FieldLangWatchTilores
Protocols supported·
Every tool call, skill, and MCP server is traced
langwatch.ai · checked Aug 1, 2026
GraphQL ● 96ms query ResolveEntity {
tilores.io · checked Aug 6, 2026
Tool use·
Every tool call, skill, and MCP server is traced, and mockable or fixtured for deterministic runs.
langwatch.ai · checked Aug 1, 2026
Multi-agent·
Langy drafts the plan Picks the simulator, generates the scenarios, writes the JudgeAgent rubric.
langwatch.ai · checked Aug 1, 2026
API access·
GraphQL ● 96ms query ResolveEntity {
tilores.io · checked Aug 6, 2026

Impact

FieldLangWatchTilores
User base·
Trusted in production by AI agents are still tested by hand, breaking in production.
langwatch.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·
Trusted in production by AI agents are still tested by hand, breaking in production.
langwatch.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·
Critical when you handle payments at scale.
langwatch.ai · checked Aug 1, 2026
By Industry Financial Services Insurance E-commerce Logistics Government Security Publishing
tilores.io · checked Aug 6, 2026
High-risk domains·
Critical when you handle payments at scale.
langwatch.ai · checked Aug 1, 2026

Disclosed by neither

Both LangWatch 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
  • Human oversight
  • Documented incidents
  • Market recognition
  • Pricing model
  • Open weights
  • Fine-tuning
  • Context window
  • Open source
  • Marketplace presence
  • Usage restrictions
  • Model or system card
  • Incident reporting
  • Third-party evaluations
  • Insurance available
  • Own liability cover
  • Insurance carriers
  • Coverage limits
  • Indemnification
  • Liability cap
  • Tamper-evident log
  • Outcome-based pricing
  • Settlement mechanism
  • Asset custody
  • Dispute process

Questions

How do LangWatch and Tilores compare on self-reported performance?
LangWatch: Reports a median PM-to-PR time of 14 minutes using its workflow. Tilores: no public information disclosed.