Optywise OPTYWISE
Forward Deployment Engineering team collaborating on AI systems deployment
FORWARD DEPLOYMENT ENGINEERING

AI pilot to production in 6 weeks.

Our forward-deployed engineers embed in your team and put a working AI system live against your real data — claims, prior-auth, underwriting, back-office — before the quarter ends.

Insurance· Healthcare RCM· Fintech· Applied AI· Multi-agent· MCP
P · PROBE
Week 1
R · RIGHT-SIZE
Week 1
I · INTEGRATE
Weeks 2–3
S · SECURE
Week 4
M · MOBILISE
Weeks 5–6 · Live

Most enterprise AI never leaves the slide deck.

The hard part was never the demo. It's getting past security review, grounding AI in messy real data, and wiring it into legacy systems. That's where pilots stall, and where our embedded engineers take over.

Talk to an Engineer

We don't hand you a spec. We embed and ship.

Senior AI/ML engineers who work inside your team — your stack, your data, your constraints — until it's live in production.

Small focused engineering team collaborating side-by-side at a shared table with laptops, working on production deployment
Embedded, not outsourced.
FDE pods work alongside your engineers and stakeholders in real time, in your environment.
Senior by default.
Highly skilled AI/ML engineers fluent in model selection, agentic architecture, and MCP. Not juniors learning on your project.
Production is the deliverable.
Success isn't a working notebook. It's a system your users depend on.
HOW WE GET TO PRODUCTION

PRISM: pilot to production in six weeks, one embedded pod end to end.

P
Probe
Week 1
Map your data, systems, and target workflow. Find where AI earns its keep first.
R
Right-size
Week 1
Model selection, distillation, and quantisation to hit your latency, cost, and deployment constraints.
I
Integrate
Weeks 2–3
Multi-agent, multimodal workflows assembled via rapid application development, built MCP-native.
S
Secure
Week 4
Evals, guardrails, security, and observability: the work compliance will sign off on.
M
Mobilise
Weeks 5–6 · Live
Live with real users on your cloud, instrumented and monitored. Then the next workflow.
WHAT WE BUILD

Applied AI, engineered for production.

Not experiments. Systems that carry real workload, on your infrastructure, in front of real users.

Where it pays off: insurance claims triage, healthcare prior-auth, fintech reconciliation, and anywhere regulated AI needs to pass review.

Multi-Agent Systems

Orchestrated agents that plan, retrieve, call tools, and hand off to one another under production load.

Voice & Chat Agents

AI agents that answer calls, qualify leads, and take action on intent, 24/7, across languages.

MCP Engineering

Native MCP servers and API-to-MCP conversion so your agents safely operate systems you already run.

RAG & Knowledge Grounding

Output grounded in your live, authoritative data: cited, current, and trustworthy.

Model Engineering

Selection, distillation, and quantisation across frontier and open-weight families for your constraints.

Intelligent Automation

Agentic automation for workflows that still run on copy-paste and manual review.

PROOF

Engineers who've shipped, not advised from a distance.

6 wk
Pilot to Production
308 min
Patient Onboarding
24/7
Voice Agents Live
$60-150K
Engagement Shape

For teams who need AI working, not theorised.

Insurance

Claims processing, underwriting automation, submission intake, from hours to minutes.

Healthcare RCM

Prior-authorization, denials management, revenue cycle, built toward HIPAA alignment.

Fintech & Financial Services

Back-office automation, reconciliation, compliance ops, built toward SOC 2.

AI Platforms & Startups

We're the FDE capacity that gets your agents live inside your customers' environments.

Scoped. Fixed. Shipped.

Scoped first use case

One stuck workflow, one measurable outcome. We prove the model before expanding.

6 weeks to production

Senior pod, fixed deliverable, your cloud. Working software over status decks.

You own everything

Code, infrastructure, documentation. A good engagement leaves you needing us less, not more.

See your stuck workflow become a production system.

30 minutes. A senior engineer maps your fastest path from pilot to production: specific to your vertical, your data, your constraints. No pitch deck.

Book Your Strategy Session