Revenue AI your team can audit before it acts.
TensorRev designs, deploys, and manages governed AI agent systems for revenue teams. Every claim is sourced or labeled, risky actions route to humans, and every workflow leaves an audit trail.
Implementation partner + managed platform - not a self-serve AI SDR.
Replay a governed revenue-agent workflow. Watch sources, rejected claims, evals, human gates, and the final brief appear in the trace.
Revenue teams are being asked to trust AI they cannot inspect.
The issue is not whether a model can write. It is whether the organization can explain where the output came from, what data it used, which tools it touched, and who approved the action.
Confident output, unclear path
Generic AI sales tools produce polished recommendations without enough evidence for RevOps, Legal, or the field to defend.
Governance is the buying committee
CROs want action. RevOps wants control. Legal and Security want proof. A real system has to satisfy all three.
A managed Glass Box
We build the agent platform, wire it to approved sources, gate risky steps, and operate the workflow with your team.
The operating layer underneath auditable revenue AI.
TensorRev is built around a governed agent platform: specialist agents, approved knowledge, tool permissions, evals, human gates, and replayable traces.
Dead-lead recovery is one workflow. The platform is broader.
The same Glass Box pattern applies wherever revenue teams need AI-assisted action that can be inspected before it reaches a customer or prospect.
Reopen stale opportunities
Find which cold or dead leads are worth another look, why now, and what a rep can safely say.
Rank and brief target accounts
Turn account lists into sourced briefs, fit scores, trigger narratives, and rejected-with-reason rows.
Map people and messages
Identify likely stakeholders, persona-specific angles, and the evidence behind each route.
Give reps inspected briefs
Generate outreach-ready handoffs with provenance chips, weak-claim removals, and human review states.
Watch for real movement
Monitor accounts for leadership, hiring, funding, regulatory, construction, or market triggers.
Run repeatable coverage plays
Apply the same governed workflow across portcos, segments, regions, or priority account universes.
A trace your buying committee can inspect.
The strongest proof is not another AI-written email. It is the record of how the system found evidence, rejected weak claims, survived adversarial review, and escalated ambiguity to a human.
Sanitized Glass Box case
A real-style enterprise workflow, redacted for public review: source-first buyer discovery, identity checks, rejected enrichment, eval failure, correction, and human verification.
Why enterprise teams care
Every visible artifact is designed to answer the questions that stall AI in real sales organizations.
Built for the people who have to defend the output.
Auditable AI is not a slogan. It is a set of controls that make revenue action safer to use, easier to inspect, and easier to improve.
Safe claims
Reps see which facts are supported before they put them in front of a buyer.
No quiet hallucinations
Unsupported personalization is removed or routed to review, not polished into prose.
Judgment stays visible
Ambiguous signals become explicit operator decisions with a record attached.
RevOps can inspect
Sources, model calls, costs, gates, and exports are traceable after the workflow runs.
Built with you, operated with governance.
TensorRev is an implementation and operating partner. We bring the platform, patterns, and build team; your revenue workflow supplies the context and approved data.
Map the workflow
Define the revenue action, risk boundaries, success criteria, and escalation points.
Connect sources
Wire CRM, enrichment, public sources, and approved company knowledge.
Configure agents
Set roles, tool permissions, evals, provenance states, and human gates.
Pilot on real data
Run a defined account or lead universe and review what passed, failed, or escalated.
Operate and improve
Monitor outcomes, capture rejects, update canon, and export into existing workflows.
Start with a workflow worth auditing.
A working session identifies where governed agents can create revenue action without creating brand, legal, or RevOps risk.
Glass Box Working Session
Walk through an example trace, identify one revenue workflow, and define the gates needed to make it usable.
Coverage Pilot
Run the managed agent workflow on a defined account or lead universe and deliver sourced briefs, reject ledgers, and audit logs.
Lead-Graveyard Teardown
A focused campaign path for teams that want to inspect cold or dead pipeline recovery first.
The questions an enterprise buyer should ask.
Both by design. TensorRev brings a reusable managed-agent platform and implements it around your revenue workflow, data, policies, and review model.
AI SDRs usually optimize for autonomous sending and volume. TensorRev optimizes for governed revenue action: sourced claims, human gates, evals, and audit logs before anything reaches a buyer.
Approved ICP docs, messaging, customer patterns, compliance rules, and deal history become the canon the agents retrieve from and are checked against.
It fails closed. The system labels uncertainty, rejects unsupported claims, or routes the decision to a human instead of inventing a confident reason to act.
A defined workflow run on your data: scored accounts or leads, sourced briefs, outreach-ready handoffs, rejected-with-reason lists, and an audit trail your team can inspect.
See a revenue workflow your team can audit.
Bring one account motion, lead segment, or outbound workflow. We will map where governed agents can help, where humans need to stay in the loop, and what proof your buying committee will need.