No Publish Action
without Torobari PASS
Torobari is the OpenClaw companion control plane for enterprise teams. Enforce deterministic pre-publish decisions, simulate AI consumer buying behavior, and prove outcomes with machine-readable evidence.
We believe we're building the world's first startup validating AI as consumers.
Methodology & EvidenceCodify your intuition.
We turn your subjective brand guidelines into objective vector embeddings that LLMs can actually understand.
Tone Fingerprinting
Our scraper reads your last 50 blog posts and emails to build a high-fidelity map of your brand's unique cadence and vocabulary.
Semantic Guardrails
Define non-negotiable rules. If your brand never uses the word "delve" or "tapestry", Torobari ensures no agent ever will.
Context Aware
It knows the difference between a LinkedIn post and a support ticket. Torobari adjusts voice temperature dynamically.
Entropy is the default.
Without governance, every AI model hallucinates your brand identity differently. Claude sounds like a professor; GPT-4 sounds like a marketer.
Drop-in Security.
Torobari acts as a proxy between your application and the model providers. We intercept the request, inject brand context, and validate the response before it ever reaches your user.
Zero latency overhead. Maximum consistency.
The Neural Engine
Torobari sits between your knowledge sources and your action layers.
Intervention in Milliseconds
Built for governance teams
Brand Health
94%
Brand Dashboard
Monitor enforcement decisions, rule coverage, and brand health at a glance.
BrandGPT Chat
Generate brand-safe content with real-time enforcement and rewrite suggestions.
3 rules triggered · 1 blocking
Enforcement Decision
Every BLOCK, ESCALATE, and PASS decision with full rule-level detail.
Evidence Export
Machine-readable audit trails for compliance teams and external review.
Quantify your Brand.
See exactly which agents are drifting and which are compliant. Track your Brand Consistency Score (BCS) over time.
- Daily Consistency Reports
- Agent Leaderboard
- Audit Trail of every generation
Enterprise Ready
Built for organizations where compliance is not optional.
A real governance story
What happened
Torobari blocked a risky AI draft before it reached production.
A generated status-style draft drifted into unsupported urgency language. Torobari surfaced the issue, blocked the path to publish, and preserved the evidence trail behind the correction.
Why it matters
Enterprise buyers need proof, not anonymous testimonials. We now show one concrete governance story instead of unverifiable quotes.
Read the proof story