Make agency systems of record agent-ready.

Give agents governed access to case data, without migrating it to another platform.

An illustrated example using fictional case data. Connect an agency case system through an MCP proxy. Apply the caseworker's existing permissions, mask the SSN and hide restricted notes. The agent makes a case.read request on behalf of Caseworker 042 under Case access v1. The case reference and status pass through. The SSN is fully masked, and restricted notes stay in the source system. The audit record identifies the caseworker, policy and field access decisions. Focus the illustration to pause it; move focus away to resume.

Connect a case system.Set field rules.Apply caseworker access.Let the agent ask.Mask sensitive fields.Keep the access record.

On-prem case database

Case A-1042

Review pending

000-00-0000

Restricted notesPresent

Speculos MCP

Case system connected

Agent receives

Case A-1042

Review pending

•••-••-••••

SSN

SharedMasked

Restricted notes

SharedHidden

Caseworker 042case.read · Case access v1

case.read

Case A-1042 · Review pending

000-00-0000•••-••-••••

Restricted notes

Access recordedCaseworker 042 · Case access v1

case_id, statusShared

ssnMasked

restricted_notesHidden

Agent access without data migration.

Benefits, child welfare, courts and corrections all depend on systems built long before AI. An agent is only useful if it can reach the case data still held there.

Speculos connects agents to those systems through a governed MCP interface. Query case records where they already sit, without moving them into a data lake or another platform.

On-prem databases

Case records and application history in SQL Server, Oracle or PostgreSQL.

In-house case systems

Applications built and extended over the years by agency teams and integrators.

Agency document stores

Supporting files and correspondence held alongside the case.

The caseworker’s permissions apply to every query.

An agent preparing a case for review can read the records that person is allowed to see. Speculos masks sensitive fields, blocks access outside their scope and records what the agent received and why.

Prepare this case for review.

Acting for

Allowed with field restrictions

This case is assigned to Caseworker 042. Sensitive fields follow the agency’s policy.

Field	Agent receives	Source	Policy
Case reference	A-1042	Case database	Shared
Application status	Review pending	Case database	Shared
Last case update	Documents received	In-house case system	Shared
SSN	•••-••-••••	Case database	Masked
Restricted notes	Not returned	In-house case system	Hidden

Access record

Caseworker: 042
Agent: Case review
Policy: Case access v1
Decision: Allowed · fields filtered

Keep case data inside agency infrastructure.

Speculos runs in your agency’s cloud or on-prem. With agents and models hosted there too, case data stays inside the same environment.

Credentials, access policies and audit history stay under your agency’s control. Your systems remain the source of truth.

Works with the platform you already use.

Designed to sit between your existing systems and the case-management platform, agent and model you choose. Your agency retains its access rules and audit history when vendors change.

Built for your IT team and integrator.

Our engineers work alongside your team to integrate agency systems. Integrators and case-management vendors can reuse that access layer across AI features, with the permissions and audit evidence needed for an agency security review.

Start with one agency system.

Bring a case workflow and the systems it needs. We’ll show how to connect the records, enforce the caseworker’s access and give IT a trace of every request.

Aboud Jardaneh

Co-founder & CEO