Your AI agents pass the demo. Make them finish the job on your real systems.
We design, test, and govern the tool layer between autonomous agents and core enterprise backends—SAP, ServiceNow, and Oracle—ensuring high-stakes tasks either complete with verifiable proof or fail gracefully with deterministic audit telemetry.
Vendor MCP servers get you connected. They do not get you to production.
Standard vendor endpoints provide basic connectivity. But enterprise security, platform directors, and compliance committees require strict permission boundaries, deterministic composition, and verifiable audit trails.
Raw tools, not your workflow
Each vendor exposes isolated, generic endpoints with 50+ unbounded parameters. A real enterprise task that spans SAP, ServiceNow, and Slack requires careful composition, parameter constraints, and task-level verification before agents touch live databases.
Security cannot approve what it cannot audit
Spinning up a local MCP demo takes 15 minutes; clearing enterprise risk and InfoSec review takes months. We architect granular permission boundaries, spend caps, and immutable audit logs designed directly for CISO sign-off.
Continuous task verification
Standard monitoring only logs HTTP 200 responses. Production enterprise agents require end-to-end task completion benchmarks, cost-per-execution telemetry, and automated regression alerts when upstream ERP schema patches alter tool behavior.
Architectural Standard: What is a Governed Tool Layer for AI Agents?
A governed tool layer is a dedicated mediation runtime deployed between autonomous AI agents and enterprise systems of record (SAP, ServiceNow, Oracle). Unlike raw vendor Model Context Protocol (MCP) servers that expose unconstrained endpoints, a governed tool layer enforces strongly-typed parameter validation, per-task token and monetary spend budgets, rollback semantics, and immutable audit logs within customer private VPCs.
| Capability Dimension | Vendor MCP Server (Anthropic / Third-party) | Standard API Gateway (Kong, MuleSoft, Apigee) | Axiom Governed Tool Layer |
|---|---|---|---|
| Primary Protocol | Model Context Protocol (MCP v1.0) | REST, SOAP, GraphQL, gRPC | MCP v1.0+, JSON-RPC 2.0, REST Proxy |
| Target Consumer | Interactive Assistant (Claude, Cursor) | Web apps, microservices, mobile apps | Autonomous Agents & Multi-Agent Swarms |
| Parameter Constraint | Loose schema validation; easily hallucinated | Static schema validation (OpenAPI/WSDL) | Strict typed JSON Schema + semantic value guards |
| Runaway Loop & Spend Caps | None (unbounded tool calls) | Rate limits only (requests per second) | Per-task token budget + monetary execution spend caps |
| Audit & Compliance Telemetry | Basic CLI / local process logs | HTTP access logs (200 / 4xx status) | Cryptographic task trace linking reasoning to DB writes |
| Schema Drift Monitoring | Manual debugging upon failure | Manual API versioning lifecycle | Continuous staging regression test suites for ERP updates |
| Execution Boundary | Local developer machine / vendor cloud | DMZ / Enterprise gateway cluster | Customer Enterprise VPC Native (Zero Data Egress) |
One stalled agent workflow, taken to production-ready in three steps.
A focused, systematic engineering methodology to de-risk high-stakes agent workflows on your existing enterprise stack.
Task Scoping & Dependency Mapping
Identify one high-value agent workflow that is stalled in review—such as a cross-system purchase order approval or vendor invoice reconciliation. We map which systems, BAPIs, and internal endpoints it touches.
Governed Toolset & Policy Construction
We construct a typed, task-shaped tool layer on top of your existing vendor MCP servers and internal gateways, enforcing granular access controls, execution spend caps, and cryptographic audit telemetry.
Task Verification & Drift Monitoring
An automated task-level test suite measures completion rates, failure modes, and execution cost. It executes continuously and alerts your engineering team the instant an upstream ERP schema update breaks a tool contract.
Concrete evidence your security team and sponsor can both sign off on.
Production infrastructure deliverable packages designed to clear architecture review and executive sponsorship.
Governed Toolset for Your Workflow
Curated, strongly-typed tool definitions callable by autonomous agents. Each method includes strict JSON schema validations and error recovery contracts to prevent unconstrained writes.
Security & Risk Audit Policy Document
Human-readable and machine-enforced governance documentation explicitly structured for CISO, risk committee, and enterprise compliance team sign-off.
Task-Success Benchmark Telemetry
End-to-end task completion rates, error categorization, token consumption analysis, and cost-per-execution metrics benchmarked on your real production workflows.
Upstream Schema Drift Alerting
Continuous regression monitoring that alerts your engineering team the moment a backend ERP or CRM patch breaks a tool interface, with the remediation scoped automatically.
Engineered for whoever owns the stalled agent pilot.
Built specifically for enterprise technology leadership seeking production-grade assurance before granting agents write permissions on core production systems like SAP, Oracle, and ServiceNow.
We are working with 3 enterprises, one critical workflow each.
Founding design partners work directly with our engineering founders to bring one complex, multi-system agent workflow into audited production readiness over a structured 6-week engagement.
Fixed-Scope 6-Week Deployment
One defined enterprise workflow taken from pilot ambiguity to audited, production-verified completion.
Direct Founder & Infra Engineering Access
Work directly with the architects writing the tool layer, supported by dedicated Slack/Teams connect channels.
Complete Governance Ownership
Full retention of generated tool specifications, regression suites, and enterprise audit telemetry assets.
Frequently answered questions.
Direct architectural clarity for enterprise platform and security decision-makers.
Tell us the one agent task that is stuck in pilot.
Share two lines describing the workflow. We will respond within one business day with technical scoping questions or an honest assessment of whether we can help.