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 the government’s cloud or on-prem.
An illustrated example using fictional government data. IBM Db2, Oracle Database and SQL Server connect to Speculos MCP inside the government's cloud or on-prem. The agent and model run in that same environment. Scope the review agent's access, mask the SSN and hide personal details. The agent makes a claims.read request under Review policy. The case reference and status pass through. The SSN is fully masked, and personal details stay in the source system. The audit record identifies the agent, policy and field access decisions. Focus the illustration to pause it; move focus away to resume.
Claims, payments and supporting documents 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.
IBM Db2 and CICS applications. Program records, claims and payment history.
Oracle Database and Microsoft SQL Server. Operational data across government applications.
OnBase, FileNet and SharePoint. Case files and the documents that support them.
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 identifiers when the task does not need them.
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.
An agent needs to review millions of claims across several systems. Speculos controls which records and fields it can read, keeps personal details private, and logs every request.
Speculos runs inside government 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 government IT teams and integrators. We’ll map the data, access rules and deployment with you.