Enterprise knowledge & RAG
Ground answers in approved policies, procedures, technical records, and product knowledge with evidence-linked responses.
Focused AI & automation pilot
Turn one high-value AI or automation idea into a production workflow your team can operate and extend.
One accountable lead engineer works alongside your business and technology teams.
The lead is backed by Monic data, automation, and software specialists.
The work is measured by workflow impact—not the existence of a demo.
Where the model fits
We lead with knowledge, documents, and workflow automation while retaining the wider engineering capability needed to reach production.
Ground answers in approved policies, procedures, technical records, and product knowledge with evidence-linked responses.
Classify, extract, validate, and route forms, claims, reports, invoices, and emailed requests.
Let an AI agent interpret context while APIs, UiPath robots, and people execute controlled steps.
Provide natural-language access to governed warehouses, reporting marts, and defined business metrics.
Support schema mapping, transformation analysis, data-quality investigation, test generation, and validation.
From opportunity to operation
Qualification
Free 30–45 minute callConfirm the workflow, sponsor, access, and whether FDE is the right model.Discover
Indicative 1–2 week diagnosticMap the workflow, assess readiness, select a pilot, and define measures.Prove
Indicative 6–8 week pilotBuild one bounded workflow on approved representative data and measure it.Productionise
Scoped project or retainerHarden, integrate, roll out, monitor, document, and transfer capability.FDE FAQs
A customer-embedded engineer who works with business and technology teams to discover a high-value problem, design and build the solution, integrate it with real data and systems, and guide it into production use.
Staff augmentation supplies capacity under the client's direction. A forward-deployed engagement begins with a business outcome and gives the lead engineer responsibility for discovery, solution design, implementation, measurement, and the production path.
No. Governed RAG is one use case. The model can also cover document workflows, data and analytics agents, AI-assisted operations, and migration or integration accelerators.
Yes. The agent can interpret context and recommend the next step while APIs or software robots perform controlled actions in enterprise and legacy systems. Material actions remain subject to human approval.
No. The diagnostic and pilot are scoped around workflow complexity, data access, integrations, evaluation, and the intended production environment.
Start with the work
Tell us where judgement, unstructured information, or disconnected systems make the work difficult to automate.