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Ai Cockpit

Monitor & Govern all Ai traffic | Ai FinOps | Ai System of Record

SOC 2 · GDPR Compliant · On‑prem

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Govern. Control. Maintain.

Governance & Compliance

The checkpoint inside every Ai conversation.

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

PII, Secrets, Contracts · ALLOW / TRANSFORM / BLOCK

FinOps & Budget Mgt

Compounding return over time.

Cost management and FinOps
~10‑50% reduction in token usage
Budget management and control

Norm · Reduce · Cache · Route · Visualize

System of Record

Immutable record beneath every Ai decision.

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

Record · Replay · Store · Investigate

Enterprise Ready.

On‑prem infrastructure.

Compliance & Security

SOC 2, HIPAA, GDPR, EU AI Act, and SEC Rule 17a-4 compliant standards to ensure robust data protection

Governance & Access Control

SSO + Role‑Based Access Control (RBAC) & Audit Logging

Enterprise Support & Reliability

24/7 support with SLA‑backed response SLAs

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.

Prompt-layer inspection: sensitive content flagged and policy applied before the prompt reaches the model.

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.

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