Tok · To  (the system of record for enterprise AI)

AI Accountability Infrastructure.

Tokto is an Enterprise AI Operating Foundation.

Run AI at the speed of AI, with full integrity, control, and regulatory compliance.

The 5 pillars of AI accountability infrastructure: regulation, litigation, security, insurance, and cost, arranged as a circular framework around AI risk.

System of Record

The immutable record beneath every AI decision.

1
  • Immutable, tamper evident trail
  • Full attribution, time stamped, searchable
  • Regulator ready export

Real Time Checkpoint

The control point inside every AI conversation.

2
  • Inspect prompts and responses pre-delivery
  • Enforce policy by team, role, or model
  • Validate for bias, hallucination, unsafe content

Ops & Cost Savings

The compounding return on accountability infrastructure.

3
  • Audit cost reduction
  • Faster AI deployment, fewer reviews
  • Lower regulatory and insurance exposure

Why now

Infrastructure catastrophically breaking.

Regulation arriving
EU AI Act · Aug 2, 2026

High-risk AI must have an audit trail.

Open case study →
Live exposure
8.5%

of employee prompts contain data that should never be shared.

Open case study →
Costs out of control
Uber blew its 2026 AI budget.

Missed its AI forecast budget by 15.3×.

Open case study →
Design your own path

Built for the people who already own the consequences.

Pick two. Tell us who you are and where you operate. Tokto reframes around your seat.

0 of 2 selected Both are required to continue
1 Step one I am a
2 Step two We operate in
Select two Pick a role and an industry to continue.
Why a foundation, not a feature

The higher the skyscraper, the deeper the foundation has to go.

Every enterprise is building the tallest AI ambitions in its history. More agents. More automation. More autonomous decisions. The ambition is going up. The foundation underneath has not. Tokto is that foundation. The supervised checkpoint beneath every AI decision. The reason you can build higher.

We watched enterprises bolt security onto cloud infrastructure as an afterthought. Every breach since was predictable. Build now, govern later worked for software. It will not work for AI.

Five questions, one record

The questions every enterprise should be asking about AI.

Regulation, litigation, security, insurance, cost. Five different rooms. One missing artifact in all of them: the record of what the AI actually did, why, and on whose authority. Tokto is that record.

Book a demo → Read the AISOR brief
Visual summary of the five AI risk areas: regulation, litigation, security, insurance, and cost.
Module 01 · System of Record

What did your AI do? why did it do it? and where is the record?

Tokto is the system of record for enterprise AI. A supervised checkpoint that sits inside every AI conversation. Inspect. Enforce. Validate. Record.

System of record for enterprise AI: inspect, enforce, validate, and record every AI conversation.
Module 02 · Checkpoint

Inspect every prompt, before it crosses the line.

Prompt-layer DLP for the AI era. PII, secrets, contracts, code, deal codenames. Cascading policies by company, department, and role. Block, transform, redact, or allow. At the moment of interaction.

8.5% of enterprise prompts already expose sensitive data, LayerX 2025.

Prompt-layer inspection: sensitive content flagged and policy applied before the prompt reaches the model.
Module 03 · RevOps & FinOps

Make AI spend defensible to the CFO.

Every prompt, completion, token, and dollar attributed to a project, team, user, model, or provider. Smart routing to the cheapest capable model. Real-time budget alerts. The unit economics your finance team can defend.

Uber: 15.3× AI spend versus a 30% growth forecast, Business Insider. Teams using smart routing report 30 to 50 percent reduction.

AI spend attribution and budgets: spend by team, smart routing savings, and alerts finance can defend.
The new architecture

Three modules. One checkpoint.

Tokto runs as a unified control layer. Each module solves a problem the C-suite already owns. Together they form the AI system of record.

Module 01 · System of Record

The literal system of record for enterprise AI.

User. Prompt. Model. Response. Policy. Timestamp. Cost. Every interaction stored as a tamper-evident record, enterprise-owned, SIEM-ready. When the subpoena arrives, when the regulator asks, when the board needs to see what your AI actually did, the record exists.

  • Immutable audit trail per interaction, with policy and decision trace.
  • Queryable: every AI interaction involving client X, 1 to 31 March.
  • Replay without re-running. Async enrichment without changing runtime decisions.
Module 02 · Checkpoint

The only control point inside the conversation.

Every prompt and every response, before it crosses the line. Inspect for PII, secrets, code, URLs, and contracts. Enforce policy by team, role, model, or time of day. Validate outputs for bias, hallucination, and unsafe content. Block, transform, redact, or allow. Per policy. At the moment of interaction.

  • Prompt-layer DLP: PII, secrets, contracts, deal codenames, custom patterns.
  • Cascading policies: company, department, role. Allow, transform, block, or require human approval.
  • Ethical and content validation: bias, hallucination, unsafe content caught pre-delivery.
Module 03 · FinOps

Stop AI spend from breaking the budget.

API invoices grow exponentially. No line of business can be held to a defensible number. Tokto attributes every prompt, completion, token, and dollar to a project, team, user, model, or provider. Define budgets by any of them. Receive real-time warnings, blocks, auto-disable, or auto-renewal.

  • Smart routing to the cheapest capable model. Teams report 30 to 50 percent cost reduction.
  • Prompt reduction without losing intent. Exact-match cache avoids redundant calls.
  • Budgets by project, user, model, or provider, with daily, weekly, monthly, or custom windows.
Outcomes that matter

Speed of AI. Standard of enterprise.

Coverage
100%

Every request supervised. No call goes around the foundation. Visibility, governance, and evidence apply on every interaction.

Cost reduction
10–50%

Prompt reduction, exact cache, and smart routing. Optimization savings exceed platform cost on day one.

Added latency
< 300 ms

Full inspection, regulation, routing, and policy decision. Supervision runs at the speed the AI runs.

Boundary
On-prem ready

Self-hosted execution available. Raw data never leaves your environment. SOC 2 ready, GDPR compliant.

Built by operators, not analysts

A team that has shipped infrastructure at this scale before.

$1B+ collectively raised across prior companies. 3+ unicorns founded. 5+ major exits. 200+ years combined experience.

Guy Kurlandski
Guy Kurlandski
Co-founder, CEO · Board

Executive Director of LIQUiDITY (unicorn). Founded Premonition.ai. Serial entrepreneur, investor, and board member of private and listed companies.

Sam Babad
Sam Babad
Co-founder, CPO · Board

IDF Mamram (Center of Computing and Information Systems). Co-founded CloudHiro (FinOps). Co-founded MidLink (acquired). BSc EE, Technion.

Rony Keren
Rony Keren
Co-founder, CTO · Board

Software architect, Unicorn CTO at LIQUiDITY. Former CTO John Bryce / Matrix. Architect of Tokto's sovereign on-prem infrastructure.

Erez Dayagi
Erez Dayagi
Co-founder, COO · Board

3X co-founder. Ex-IBMer. MBA, Tel Aviv University. Intelligence Corp veteran.

Alexander Ronzino
Alexander Ronzino
CFO

Partner, Rework Capital. Youngest CEO in healthcare with VC backing. COO/CFO at $300M/yr GMV tech company. MBA, FSU. Black Belt Lean Six Sigma.

Rob Matzkin
Rob Matzkin
CRO

Exited founder CEO. CRO scaling enterprise SaaS at inflection points. Serial entrepreneur and investor. Founder, BondSummit.

Aviad Mayblat
Aviad Mayblat
Head of Engineering

Software engineer with 10+ years of experience. Specializing in DevOps and FinOps cost and process optimization.

Advisory.
Izhar Shay
Izhar Shay

Former Israeli Minister of Science and Technology.

Esti Peshin
Esti Peshin

Former VP/GM Cyber Division, Israel Aerospace Industries.

Jerry Gupta
Jerry Gupta

Global 100 AI Innovator; former Swiss Re, Amazon, Liberty Mutual.

Real-time insights

From chaos to clarity, in a single pane of glass.

A static preview of the Tokto admin dashboard. Token usage, model cost comparison, policy actions, and live latency, all keyed to the AISOR record beneath them.

  • Token usage per request
  • Model cost comparison
  • Policy actions and budget alerts
  • Live latency graphs
Run AI at enterprise speed. Without breaking the enterprise.

Take control of your AI stack today.

Drop Tokto in front of one workload. Keep your existing code. See every prompt, completion, token, and cost.
Cut spend by ten to fifty percent. Hand your auditor a record, not a screenshot.

Book a demo → Read the AISOR brief
SOC 2 Ready GDPR Compliant On-prem available

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