Agent system
Agents, orchestration, models, tools, retrieval, memory and deterministic components where they belong.
Fikra designs, integrates, deploys and governs an AI agent workflow around one defined enterprise business process — with identity, authorization, policy enforcement, human approvals, auditability and production monitoring built in.
The pilot takes one defined business process from discovery through production deployment. The implementation is deliberately bounded so the first deployment can be completed, evaluated and expanded.
Agents, orchestration, models, tools, retrieval, memory and deterministic components where they belong.
Up to three production integrations required by the selected workflow.
Agent identity, explicit permissions, runtime policies, approval controls and audit events.
Evaluation, monitoring, operational documentation and a 30-day stabilization period.
Fikra treats the production agent as an operating principal. The system defines who it is, what it can access, what it may do, when a person must decide, and what happened.
Agent ID, owner, sponsor, environment, purpose, risk class and status establish a durable operating context.
Access is explicit across resources and actions rather than being an unrestricted credential attached to a workflow.
ALLOW, DENY and REQUIRE_APPROVAL can be evaluated at the point of action.
Relevant agent activity, policies, approvals, tools, resources and results are recorded for operational visibility.
Normal, edge, failure, authorization and policy cases are tested before production acceptance.
The strongest first pilots are high-frequency, measurable, digitally connected processes where permissions and exceptions can be defined.
Extract, validate, match and route invoices with approval controls.
Triage, diagnose, recommend and execute bounded remediation.
Research, validate, route and approve procurement actions.
Classify, retrieve, draft, escalate and act within explicit boundaries.
Collect, extract, review, flag and escalate document-heavy processes.
Research accounts, enrich CRM data, route leads and trigger follow-up.
You bring the business workflow. Fikra designs and implements the agents, workflow components, integrations and governance layer required to take it into production.
You bring an existing agent, workflow or prototype. Where technically supported, Fikra adds the required integration and governance layer around it.
One business workflow · one production environment · 1–3 agents depending on architecture · up to 3 standard production integrations · governance framework · evaluation · documentation · 30-day stabilization.
Additional workflows or environments, large agent fleets, more than 3 production integrations, major custom software development, custom model training, large-scale migration, extensive legacy modernization, private/on-premise deployments, 24/7 managed operations, enterprise-wide rollout, regulatory certification or bespoke compliance consulting.
The $25K pilot is intentionally a defined implementation. Complexity outside the standard scope is separately quoted rather than silently absorbed into the pilot.
The agreed workflow performs the required functions, connects to the agreed systems and handles defined exceptions.
Production agents have identity, defined permissions, enforced policies, appropriate approvals and auditable activity.
The agreed evaluation suite is executed and critical findings are addressed or documented.
Production deployment, monitoring, documentation and handover are complete.
Tell us the workflow, systems involved and where the current process breaks down. We'll determine whether it fits the standard pilot scope.