Tool-use failures
- Wrong or missing tool call
- Incorrect or incomplete arguments
- Schema ambiguity
- Response misunderstood
- Permission or authentication failure
- Duplicate or conflicting actions
USE CASES
For teams operating agents that do real work.
Autobots is designed for production systems where a wrong answer can become a wrong action, a broken workflow, or a measurable business outcome.
PRODUCTION SYSTEMS
Reliability work across high-volume and high-consequence agents.
01AI-native B2B software
02Vertical SaaS with agentic workflows
03AI platform and infrastructure
04Customer support and operations
05Sales and revenue operations
06Procurement and supplier operations
07Financial operations
08Logistics and supply chain
09Coding and infrastructure
EARLY ACCESS SCOPE
Diagnose the failures that cross system boundaries.
Early access is focused on failures that are common, expensive, and diagnosable.
Context and memory failures
- Relevant context omitted
- Irrelevant context dominated
- Wrong retrieval evidence
- Stale memory overrode current state
- Conflicting facts unresolved
- Important history lost
Planning and orchestration failures
- Wrong skill or sub-agent
- Plan failed to adapt
- Failed step not recovered
- Retries caused loops
- Timeout or budget termination
- Incorrect stop criteria
Evaluation failures
- Style scored over correctness
- Judge contradicted business outcome
- Deterministic condition missing
- Neighboring regression untested
- Dataset drifted from production
BY ROLE
One incident. Clear evidence for every owner.
Heads of AI
Know which part of the agent system is limiting quality. Prioritize changes using production evidence instead of anecdotes.
Engineering Leaders
Reduce the engineering time required to investigate incidents and prevent the same failure from returning.
AI Platform Teams
Give every product team a consistent workflow for tracing, evaluating, reproducing, and resolving failures.
Product Leaders
Connect technical failures to customer and business outcomes, then invest where reliability matters most.
Security & Governance
Preserve a reviewable record of what failed, what changed, how it was tested, and who approved it.
WHO IT IS FOR
Built for teams whose agents are already doing real work.
Your team is likely ready if you have:
- Production, customer-facing, or business-critical agent
- Several tools, models, skills, or sub-agents
- Reliability investigations every week
- A measurable terminal business outcome
- Existing traces or execution logs
- A need to improve without replacing the entire stack
Autobots is not initially designed for:
- Still searching for a first AI use case
- One-shot content generation
- Low-volume prototypes
- No production traces or observable outcomes
- No meaningful reliability incidents
- Incorrect answers have no operational consequence
START WITH EVIDENCE
Bring us one agent failure your team could not explain quickly.
No generic sales demo. Start with a real production incident from your agent.