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The Context Company Technologies Inc. 2026

Monitor and improve your AI agents.

Find what is breaking, why users struggle, and what to fix next across every agent run.

Get startedBook a demo
“It's really actionable. The insights are actually helpful and it provides direction on how we can improve our agent.”
MintlifyImageHahnbee Lee · Co-founder, Mintlify
“Immediately actionable learnings — we see where tool failures happen and cross-reference user feedback with conversations.”
HeartbeatMayhul Arora · Co-founder & CTO, Heartbeat
“In a few lines of code, you solved traces and error handling across every agent we run for customers.”
ItemImageAkshay Guthal · Co-founder & CTO, Item

Trusted by teams building agents at scale

HeartbeatMintlifyImageImageImageWhopImageImageImageItemImage
Pattern Detection

Spot recurring patterns across every trace

Surface user frustration, tool failures, and custom signals. Turn them into concrete fixes for your next release.

ImageWeekly highlights panel
Topic Clustering

Prioritize what users ask for most

Group conversations into topics, track how demand shifts, and focus agent work on the behaviors users actually need.

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Editing existing drafts487,291 runs · 27.3%
Stable

“How do I revise a draft the agent created last week?”

“Abel, can I pick up where I left off on an old conversation?”

60%30%0%
May 26Jun 1Jun 8
Automating workflows312,445 runs · 17.5%
Needs attention

“Can this run every morning and email me a summary?”

“How do I trigger the agent when a new ticket arrives?”

28%14%0%
May 26Jun 1Jun 8
Product how-to156,220 runs · 8.8%
Stable

“How do I filter runs by external user ID?”

“Where is the CSV export for session transcripts?”

12%6%0%
May 26Jun 1Jun 8
Integrations setup124,603 runs · 7%
Needs attention

“How do we connect Twistee to our staging workspace?”

“Does the MCP server support read-only API keys?”

12%6%0%
May 26Jun 1Jun 8
Silent Failures & Alerts

Catch silent failures before users churn

Get alerted on tool failures, hallucinations, and missed goals. Fix issues in Slack as they show up in production.

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# tcc-alerts
MessagesAdd canvas
The Context CompanyAPP12:36 AM
❯Highlights

Users praised improvements to order tracking and refund handling

  • •“wow that was fast, got my refund status in seconds” — view run
  • •“this is so much better than last week, actually found my order this time” — view run
❯Lowlights

Agent quotes the wrong product pricing

  • •“That's not the right price, your enterprise plan is $299 not $199” — view run

Conversations about scheduling had a 68% thumbs-down rate

  • •“It booked me for 3am again, I've told it I'm in EST three times” — view run

Agent misread the day of the week on date lookups

  • •“It told me April 18 is on a Thursday, but that's a Saturday this year” — view run
Report generated by The Context Company
Natural Language Search

Ask why users struggle, get answers in minutes

Search traces for frustration signals, stuck workflows, and repeated requests. Skip hours of log digging.

Reading recent conversations…
3 causes surfaced
Top signal

Users get stuck after unresolved account lookups.

164 runs
Suggested fix

Show clearer recovery options when lookup confidence is low.

high impact
Summarizing top causes...
Security & Compliance

Enterprise-grade security for AI data

VIEW TRUST CENTER

SOC 2 Compliant

Independently audited security controls.

GDPR Ready

Support for access, deletion, and control.

PII Redaction

Sensitive data redacted at the edge.

Zero Data Retention

Privacy-first architecture with zero data retention options.

ImageVercel AI SDK
ImageClaude Agent SDK
ImageLangChain
ImageLangGraph
Mastra
ImageCrewAI
Agno
Custom agents
ImageVercel AI SDK
ImageClaude Agent SDK
ImageLangChain
ImageLangGraph
Mastra
ImageCrewAI
Agno
Custom agents
Quick Setup

Start getting actionable insights in under 10 minutes

Plug into Vercel AI SDK, Claude Agent SDK, LangChain, and more. No rewrites to your stack.

READ DOCS

Start shipping better agents today.

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