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AI FDE — Forward Deployed AI Engineers

Forward Deployed · AI

Industry studies put the share of enterprise AI pilots that never reach production — or never deliver measurable return — as high as 80–95%. Altivate’s AI Forward Deployed Engineers exist to close that gap: senior AI engineers embedded in your team, building agents, models and retrieval on your own data — SAP and beyond — until they run in production, evaluated, governed and adopted. Not consultants with a roadmap, and not the engineers building your system of record: the people who make your data act.

How an AI FDE pod turns your data into action
Your dataSAP core dataNon-SAP systemsDocuments & knowledgeGround & governRetrieval / RAGFeature pipelinesAccess control & guardrailsBuild & evaluateAgents & assistantsML modelsEvaluation suitesAct in your processesInto SAP & business appsHuman-in-the-loopMonitored in productionEvaluated & retrained on real outcomesAI that acts in the systems where your business runs — adopted, governed, improving every cycle

From your data to working AI

Six disciplines, one embedded pod — everything it takes to move AI from idea to governed production.

Agents and assistants

Agentic AI that works multi-step business tasks — triaging requests, reconciling records, drafting actions — with human approval where it matters. Built with SAP Business AI and Joule agents where the work lives in SAP, and custom agent frameworks where it doesn’t.

Machine learning on your history

Forecasting, anomaly detection and classification models trained on your own transactions and telemetry, not generic benchmarks. Shipped only when they beat the process they replace.

Retrieval and RAG over enterprise data

Grounded answers over your documents, policies and SAP records — with source citations and your access model enforced, so every answer is traceable and the wrong person never sees it.

Data and feature engineering

The pipelines that make enterprise data AI-ready: extraction, cleaning, features, freshness. It is most of the real work in enterprise AI, and the pod does it first — not as an afterthought.

Evaluation, guardrails and MLOps

Evaluation suites that gate every release, guardrails for what the AI may and may not do, and monitoring for drift, cost and quality in production. The discipline that turns a model into a system.

AI back into the process

Insight is not the product; the completed action is. The pod wires AI into the places work actually happens — SAP transactions, business apps, workflows — so output lands as a finished step, not another dashboard.

What an AI FDE pod ships

Concrete things a pod puts into production — on your data.

Agentic process assistant

An agent that works a live queue — order exceptions, supplier queries, service requests — reading the context, drafting the action in your systems and routing it for human approval.

Grounded knowledge assistant

Question-answering over contracts, policies, manuals and SAP records — with citations to the source and your permissions enforced on every answer.

Document intelligence pipeline

Invoices, delivery notes and contracts extracted into structured, SAP-ready data — with confidence thresholds deciding what posts automatically and what a human reviews.

Forecasting and early-warning models

Demand, cash and quality signals modelled on your own history and delivered inside the planner’s workflow — flagged before the miss, not reported after it.

When an AI FDE pod is the right call

The situations where embedded AI engineers change the trajectory fastest.

A pilot that has been ‘almost ready’ for two quarters
A copilot your users tried once and quietly abandoned
Document-heavy processes still keyed in by hand
Answers buried across SAP, other systems and shared drives
Forecasts still assembled in spreadsheets
An AI roadmap with no engineers to build it
A model in production that nobody evaluates or monitors
An AI initiative stalled in security review

Governed delivery, proven foundations

There is no shortage of AI demos; the scarce thing is AI running governed in production. Altivate’s AI FDE pods work inside your security model, ship behind evaluation gates, and operate within Altivate’s ISO/IEC 27001-certified environment — with human oversight designed in, not bolted on. And because most enterprise AI value hides in the systems that run the business, it matters that the engineers building your AI sit alongside an SAP Gold Partner practice with a certified Partner Center of Expertise: they understand the data models and processes your AI has to act on.

Embedded in your team, on your systemsEvaluation gates before every releaseISO/IEC 27001-certified environment
Explore Altivate’s AI practice →

Put AI engineers on your data

Tell us the process you want AI in. We’ll scope an embedded AI FDE pod and a first shippable use case.

Book a scoping call →

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