Business × AI gap
Business teams cannot tell which problems are right for AI.
FORWARD DEPLOYED ENGINEERING
We deploy AI
into your business.
Our FDE team works inside your operation—from workflow diagnosis and product design to system integration and adoption—turning AI from a demo into production in weeks.
7–14days to a working prototype
01workflow into production first
- 01Incoming emailTRIGGER
- 02Intent detectedREASONING
- 03CRM lookupSYSTEM
- 04ERP / inventorySYSTEM
- 05Quote draftOUTPUT
- 06Approval triggeredWORKFLOW
- 07Sales reviewHUMAN
- 08Customer replyACTION
02 — THE GAP
Why most enterprise AI projects never leave the demo.
Technology × business gap
Technical teams can build models but miss the real workflow.
Fragmented systems
CRM, ERP, knowledge, email and databases do not move together.
Production gap
Security, accuracy, exceptions and adoption decide whether it ships.
FDE closes the last mile between an AI demo and an operating business.
03 — SOLUTIONS
Organised by business problem, not by AI technique.
All solutions →01
Sales
AI SDR · Customer research · Quote automation · CRM maintenance
→02Customer Service
Ticket automation · Complaint analysis · AI QA · Intent detection
→03Operations
Data analyst agent · Automated reporting · SOP automation · Workflow agent
→04Supply Chain
Demand forecasting · RFQ automation · Exception agent · Inventory optimisation
→04 — MEASUREMENT
Customers do not buy AI. They buy a business result they can verify.
BASELINERecord time, manual touches and error rate before launch
PRODUCTIONRun with real systems and real users
VERIFIEDVerify the result together, then expand
05 — FDE METHODOLOGY
We do not ship an AI project. We keep raising how much work AI carries.
01
Discover
Work beside the team. We do not ask what AI they want; we observe repeated work and repeated decisions.
02
Diagnose
Break down workflow, people, data, systems, permissions and ROI, then rank the opportunities.
03
Prototype
Deliver a working prototype in 7–14 days, running on the client’s own data.
04
Deploy
Connect ERP, CRM, databases, knowledge, APIs and collaboration tools, then enter the real production environment.
05
Iterate
Usage → feedback → evaluation → agent improvement → a wider automation scope.
06 — WHY FDE
Not consulting.
Not outsourcing.
Not just SaaS.
FDE combines business understanding, product judgment, AI engineering, systems integration and long-term iteration—with ownership of the outcome.
PRODUCT+AI ENGINEERING+OPERATIONS
07 — TECHNOLOGY
Model agnostic. Business first.
Models, infrastructure and deployment follow the business problem—not the other way around.
01Models · OpenAI · Claude · Gemini · Qwen
02Agents · RAG · Evals · Observability
03SAP · Salesforce · Oracle · Microsoft
04SSO · RBAC · Audit · Private deployment
NEXT STEP
Find the first AI workflow worth deploying in 90 minutes.
Identify the highest-value workflow, readiness gaps and a project that can start within 30 days.
Book an AI Opportunity Workshop →