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Mosaic · AI cost and governance San Francisco · Hong Kong · Lisbon

Your AI estate has sprawled.
Get cost, control and audit back.

Mosaic is one control layer over every model, agent and data source, in every cloud. It runs inside your perimeter.

Each cloud governs what runs on it, and nothing governs the rest. Separate bills, separate rules, gaps in the audit trail. That is why AI projects stall before production. Mosaic connects all of it and replaces nothing you run today.

Start a 30-minute conversation →
Vendor-neutral by design. Works with AWS, Azure, Google Cloud and local models. Nothing you run today is replaced.
The gap

Each cloud governs what runs on it.
Nothing governs the rest.

Separate bills, separate rules, gaps in the audit trail. A problem can run unnoticed because no one is watching the whole estate.

The control layer

One control layer.
Every model, agent and data source behind it.

Callers send requests to Mosaic instead of straight to a model, an agent or a data source. Mosaic grants, checks, caps and records each call, then passes it on. It runs inside your perimeter and replaces nothing you run today.

  1. 01 / API

    Calls to models and services, with cost and policy applied to each one.

  2. 02 / A2A

    Agent-to-agent traffic, governed under the same policy and the same audit trail.

  3. 03 / MCP

    Tool and data access through Model Context Protocol servers, under the same policy.

AI agentsApplicationsDeveloper teamsMosaicCONTROL LAYERGRANTCHECKCAPRECORDAPIModels and servicesA2AOther agentsMCPTools and dataAI agentsApplicationsDeveloper teamsMosaicCONTROL LAYERGRANTCHECKCAPRECORDAPIModels and servicesA2AOther agentsMCPTools and data
FIG. 01 — ONE CONTROL LAYER
Cost and control

Every call meets a checkpoint.
Some calls stop.

Budgets stop calls when the limit is hit. Policy is checked on every transaction. Each decision is recorded, so spend and behavior stay visible.

How Mosaic controls a call

Every transaction meets a traffic cop.

Mosaic checks each call before it reaches a model, an agent or a data source. Cost accounting happens in the same step as the policy checks.

GRANT

Grant permission.

Explicit permission on both the source and the destination. This agent may use this data connection, for this call.

CHECK

Check policy.

A chain of checks on every transaction. Data checks (a SQL call may only touch these fields), cost checks, and prompt checks.

CAP

Cap spend.

Budgets per application or transaction type. Calls stop when the budget is hit, such as a dev team capped at 2 million tokens.

RECORD

Write the record.

Every grant, every check, and the reason each call was approved or denied. Queryable, so you can build your own reports.

Screens from the Mosaic platform The product itself. Data shown is illustrative.
Mosaic Cost and Usage screen showing total spend, tokens, governed calls and priced model calls over the last 30 days.
CAP · SPEND ACROSS EVERYTHING GOVERNED · ILLUSTRATIVE DATA
Mosaic Governance audit screen listing each call with caller, tool, status and the policy checks applied, with export for SIEM.
RECORD · EVERY CHECK, EVERY CALL
Audit trail 02 / 04

Every decision leaves a record your auditor can use.

EXAMPLE · POST /v1/chat/completions 403 Denied
agent_id
AGT-4410
acting_for
"Platform Engineering"
destination
"open-weight-llm-02"
grants
["data_conn:docs-read"]
policy_chain
["prompt_ok", "cost_ok", "model_allowed: FAIL"]
budget_used
"1.2M of 2M tokens"
outcome
"denied"
reason
"model not on approved list"
log_id
9f3a…c1e2
  • 01

    Full stack, not just model calls

    Model gateways only see traffic to a model. Mosaic also governs data connections, agent-to-agent traffic and MCP tool access, under one policy and one audit trail.

  • 02

    Inside your perimeter

    On-premise or in your own cloud account. Prompts, outputs and logs stay inside your boundary.

  • 03

    Evidence an auditor can use

    Every decision is logged with who, on what authority, which policy, and the outcome.

  • 04

    Advisory that maps it to your obligations

    We map your regulatory controls onto the systems that control AI, with your risk team. Your risk team signs off.

What you actually get

Software plus advisory, with a fixed exit.

Mosaic is software we license. We set it up properly, tune it, test it, then hand it over. It runs in your network, so it is your system. Five phases, and the engagement ends when you say you can run it.

What comes next

The same layer is a front door for outside agents.

When you are ready, the layer that governs your AI inside the business gives outside agents a governed way in. Your customers' procurement agents, and assistants like Claude, ChatGPT and Copilot, can discover and transact with you. Registered, rate-limited and logged, on your terms.

Read the Agentic B2B Guide →

OUTSIDE AGENTSClaudeChatGPTCopilotCustomer and partner agentsON-PREM / IN YOUR OWN CLOUDYour AI estateAny model, agent or frameworkMosaicMCP LAYERA2A LAYERAPI LAYERGOVERNED · TRACED · TRANSPARENTYOUR ENTERPRISEApplications & tech stackSystems of record & dataAPIs & servicesBusiness processesOUTSIDE AGENTSClaudeChatGPTCopilotCustomer and partner agentsON-PREM / IN YOUR OWN CLOUDYour AI estateAny model, agent or frameworkMosaicMCP LAYERA2A LAYERAPI LAYERGOVERNED · TRACED · TRANSPARENTYOUR ENTERPRISEApplications & tech stackSystems of record & dataAPIs & servicesBusiness processes
FIG. 02 — MOSAIC TOPOLOGY VENDOR-NEUTRAL · NO BLACK BOX

Inbound: discover & transact Outbound: act & reach out MCP Model Context Protocol  ·  A2A agent-to-agent

Get AI cost and governance under control before the next project stalls.

Projects stall when nobody can prove control or predict the bill. A 30-minute conversation will show you where yours stands.

Start a 30-minute conversation →