Find the right field.
Scan your systems of record to distinguish similar fields and return the one the agent needs.
Connect agents to systems of record without migration. Run Speculos in your cloud or on-prem.
An illustrated example using fictional company data. An ERP, SQL Server and an internal API connect to Speculos MCP inside your cloud or on-prem. The agent and model run in that same environment. Scope the support agent’s access, mask email and hide margin. The agent makes an orders.read request under Support policy. The order reference and status pass through, email is masked and margin stays at the source. The audit record identifies the agent, policy and field access decisions. Focus the illustration to pause it; move focus away to resume.
Customer records, transactions and operational data already live in your systems of record. Speculos makes them accessible through governed MCP interfaces, without moving them into a data lake or a new platform.
We work with your IT team or integrator to connect the databases, application interfaces and document stores behind your workflows.
ERP, CRM and in-house systems. The records behind finance, customer service and operations.
Oracle Database, SQL Server and PostgreSQL. Data in your cloud and on-prem.
Contracts, invoices and support history. Information held in document stores and internal services.
Give each agent a role. Set which systems and tools it can use, and keep review workflows read-only.
Restrict the records and fields available to the agent. Hide personal and commercially sensitive data when the task does not need it.
See the agent, system, policy decision and fields returned. Inspect blocked attempts alongside successful requests.
Speculos uses LLM tokens to understand the systems you connect and how agents use them, within your access rules.
Scan your systems of record to distinguish similar fields and return the one the agent needs.
Review policies against actual usage and suggest access changes for your team to approve.
Predict what to cache to reduce latency and protect your infrastructure from unnecessary queries.
For a national consumer brand with retail and e-commerce channels, we implemented Speculos to connect agents across Microsoft Dynamics, EDI orders, warehouse and shipping systems. The workflows cover inventory allocation, replenishment and order support.
Speculos runs inside your infrastructure. For a fully private workflow, run agents, self-hosted models and downstream tools there too. Queries, responses and access logs stay inside that environment.
You control credentials, policies and audit history, even when you change an agent, model or vendor.
Use approved model endpoints or self-host open-weight models. Keep your existing tools.
For IT teams and integrators. We’ll map the data, access rules and deployment with you.