Chiri Brain

    The managed AI agent platform beneath your applications.

    Chiri Brain provides orchestration, an agent runtime, integrations, memory, and governance. Every Chiri solution runs on this managed foundation.

    The operating layer

    One operating layer, three parts, safe and auditable by design.

    Chiri Brain is the AI agent platform beneath every application. All four Chiri solutions inherit this managed operating layer.

    Interaction

    Where teams meet AI, plus a gateway that governs the agents you already run.

    Platform / Chiri Brain

    Orchestration, the agent runtime, and the metering and enforcement point every request passes through.

    Connection

    Every application inherits integrations, model access, ontology, and persistent organizational memory under one isolation boundary.

    CHIRIFIG. 06 · THE GOVERNED STACKONTOLOGYlogin & roles · immutable logging · model accessyour data · your tenant3HARNESSreasoning · orchestration · memory · tools2APPLICATIONSAssistSearchFlowsAgents1CHIRI HOSTS & MANAGESCLIENT OWNS business processes · data · alphaLAYERS01 APPSuser-facing02 HARNESSreason · tools03 ONTOLOGYthe foundationINHERITEDidentity · auditmodel accessOWNERSHIPclient owns / Chiri hostsSCALEhardens over timeThe governed stack.Identity, audit, and model access in one foundation. Every application inherits it; the client owns it.
    Sherpa

    Sherpa: connect once, inherit everything.

    Sherpa is a ready-to-use integration SDK with end-to-end security. It gives applications approximately 2,000 integrations and a synchronized model catalog. Teams use inherited connectivity. They do not maintain it.

    A large model catalog is what makes cost optimization possible. A team can start on a frontier model, then move to more cost-efficient options later. The catalog moves each task from frontier cost down to the lowest cost that still gets the job done. Full detail on that mechanism lives on the AI Spend Optimization page.

    Proof points

    Roughly 2,000 integrations, pruned, version-controlled, and checksummed

    300-plus model catalog, live-synced across providers

    Secure end to end

    Cost-down routing, frontier to the lowest cost that still gets the job done

    A sample of what Sherpa connects to

    Slack
    Gmail
    Drive
    Teams
    Salesforce
    HubSpot
    Workday
    Notion
    Confluence
    Jira
    Zendesk
    Rippling
    Greenhouse
    Zoom
    SharePoint

    Ontology uses live connected data. AI Spend Optimization uses the model catalog to route work. Agentic Engineering uses Sherpa integrations.

    Governance

    The hardest things to get right, solved in the foundation.

    Three controls are difficult to build: immutable logs, roles and permissions, and AI model access. Chiri includes these controls in every application foundation. Teams do not add governance later. Safety and audit records are part of the initial design. Chiri built these controls first. Authorization, tenant isolation, and immutable audit records existed before the chat product.

    Login, roles, and authorization

    Hybrid RBAC (role-based access control) and ABAC (attribute-based access control), with attribute resolution and policy inheritance down the org hierarchy. Database row-level security backs this up as an independent enforcement boundary. The system fails secure: if isolation context is missing, a query returns zero rows.

    Immutable logging

    Every subsystem records each change as append-only before-and-after data. Chiri included this control from the start. Chiri did not add it for compliance.

    PII and data handling

    Chiri enforces zero data retention on every request. Each token is attributed to the user, team, unit, model, and application, and checked against the quotas you set.

    Ownership and the MSSA

    You own your business processes, your ontology, and every application built on it. Chiri hosts and operates. The MSSA legally ensures Chiri does not look at your data. Chiri sees only anonymized aggregates, never customer content.

    Built to enterprise and highly regulated industry standards

    HIPAA-ready, with enterprise-grade security and governance extended to regulated sectors like healthcare and financial services.

    This foundation is what powers AI Harness & Governance, and every other solution inherits it.

    Security

    Glacier: stop bad actions before they execute.

    Glacier is real-time infrastructure security that stops bad actions before they execute. It operates at the infrastructure layer, ahead of execution. It is live across the platform today.

    CHIRIGLACIER · INFRASTRUCTURE LAYERREQUESTSEXECUTIONGLACIERAHEAD OF EXECUTIONstoppedLIVE TODAYStop bad actions before they execute.Real-time infrastructure security, ahead of execution, live across the platform today.
    Security

    The runtime Clamp: inspect at runtime, contain a single vector.

    The Clamp inspects the input and output of AI at runtime. It shuts off a single attack vector in real time, without bringing down the rest of the system. It maps execution against the EU AI Act and other compliance regimes.

    Runtime inspection

    Input and output of AI inspected at runtime, not after the fact.

    Single-vector shutoff

    Contains one attack vector in real time, without a full-system outage.

    Compliance mapping

    Maps execution against the EU AI Act and other regimes. This is engineering support for your own compliance work, not a completed audit or legal advice.

    Like Glacier, the runtime Clamp is live across the platform, part of Chiri's security software.

    CHIRITHE RUNTIME CLAMPINPUTOUTPUTAIRUNTIMETHE CLAMPruntime inspection · input & outputsingle-vector shutoffno full-system outageCOMPLIANCE MAPPING✓ EU AI Act✓ other regimesengineering support for your owncompliance work, not a completed auditInspect at runtime, contain a single vector.Live across the platform, part of Chiri's security software.
    Agentic engineering

    Code validation supports correct and maintainable code as output grows.

    Code validation checks agent-generated code for correctness and maintainability. Chiri engagements deliver code that teams can defend and keep. See it in context on the Agentic Engineering page.

    CHIRICODE VALIDATION AT SCALEAGENT-GENERATEDVALIDATIONCorrectnessMaintainabilitySHIPPEDCorrect and maintainable, not just generated.What ships on a Chiri engagement is code a team can defend and keep.
    Delivery

    Waypoint: delivery you can watch in real time.

    Waypoint gives real-time project management and delivery visibility across an engagement. You see work as it moves, and Chiri delivers at software-factory speed. The software factory is the internal engineering practice that builds and hardens what Chiri deploys.

    Real-time project management
    Delivery visibility
    Software-factory delivery speed
    CHIRIWAYPOINT · DELIVERYLIVE WORKKICKOFFIN PROGRESSREVIEWQA · LIVEDELIVEREDDELIVERY SIGNALReal-time project managementDelivery visibilitySoftware-factory delivery speedYou see work as it moves, at software-factory speed.
    Commercial

    One partner, one bill, usage-based. You own it.

    Pricing is usage-based, never hourly. This model rewards working systems, not billable hours. You own your business processes and solutions. Chiri hosts and manages them. The MSSA prevents Chiri from viewing your data. Chiri uses one shared software foundation. This foundation reduces the cost of each governed environment as the platform grows.

    One accountable partner across design, deployment, security, and operations

    One bill

    Usage-based, not hourly

    You own your business processes and the solutions built for you

    Chiri hosts and operates

    MSSA: no access to your data

    Economies of scale that improve as Chiri grows

    CHIRIFIG. 09 · THE MSP LIFECYCLECHIRIone partner01 · DESIGN02 · SECURE03 · DEPLOY04 OPERATECONTINUALIMPROVEMENTDELIVERABLES01 DESIGNscope · ontology map02 SECUREroles · audit · runtime03 DEPLOYintegrations · catalog04 OPERATEmonitoring · SLAOWNERSHIPclient owns the outcomeChiri runs the workCOMMERCIALone bill · usage-basednot hourlyOne partner across the lifecycle.Design, secure, deploy, and operate enterprise AI end to end. One bill, usage-based, not hourly.

    Protect your alpha

    Chiri deploys a standard stack for every client. Chiri also assigns platform engineers to clients. This structure combines product engineering and delivery. More companies improve Chiri's shared security and hardening. You receive those improvements. Chiri builds your Ontology and AI Harness solutions. You own them. Your solutions improve over time.

    Your proprietary data, processes, and competitive edge stay yours, isolated, never pooled or shared. You get the collective security and hardening benefit without exposing or losing your alpha. Your own work never improves the platform for other clients.

    Capability map

    Every capability on this page powers a solution.

    Chiri Brain provides these capabilities. Each row links to a supporting solution. This connection maps each capability to its problem.

    Chiri Brain and the three layers

    The shared foundation every solution runs on.

    Sherpa

    Integration breadth and the model catalog.

    Governance foundation

    Authorization, audit, and data handling every application inherits.

    Glacier

    Real-time infrastructure security.

    The runtime Clamp

    Runtime inspection and containment.

    Model catalog and cost-aware routing

    The routing surface behind the bill.

    Ontology and memory

    The Connection layer's living map.

    Code validation at scale

    Correctness and maintainability for agentic output.

    Waypoint

    Delivery visibility for every engagement.

    Commercial model

    One bill, usage-based, across every engagement.

    See how a compounding system could scale your business.

    Chiri Brain powers all four solutions. Start with the problem you have, and we'll walk through how it's handled.