Why forward-deployed engineers
Enterprise AI is won or lost in the last mile. The model is the easy part. Getting it into a customer’s workflows, data and stakeholders is where enterprise AI stalls, and exactly what a forward-deployed engineer is built to own.
The model ships. The workflow around it never gets built, so nothing reaches production.
Bespoke data, legacy systems and compliance stall every rollout in a place the docs never mention.
Business leaders rarely adopt an AI tool they were simply handed and left to figure out.
The last mile is exactly what a forward-deployed engineer owns.
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FDE as a service
You don’t hire the FDE. We run the whole function for you.
The hardest profile in AI, recruited, trained and deployed under your brand, without the six-month hunt.
to find, hire and onboard one, if you find them at all.
Part consultant, part senior engineer. Few exist in any market.
Delivery capacity without the hunt.
Book a 30-minute call →
Built with the models shaping what’s next.
We work closely with the world's leading AI platforms to bring the right models and capabilities into production.
Start with one. Scale as customer demand grows.
The FDE learns your product, APIs and delivery patterns.
Embedded at your customer, under your brand, owning the rollout.
Add FDEs, specialists or a delivery manager as demand grows.
Increase or reduce delivery capacity as customer demand shifts.
Seven years as the delivery arm of a leading conversational AI platform.
Since 2019 we've run implementation teams for 
, one of India's leading conversational AI platforms, since acquired by Jio.
Customer bots at national scale.
Bots across India, Australia, NZ & the UK.
Dedicated team · two years · 11 phases.
Complex enterprise integrations, with Pine Labs.
Why choose KnackLabs for FDEs
Tap any reason to expand it.
Every engagement is partner-led.
Every engagement receives executive oversight, architecture reviews and escalation support.
The questions platform teams ask us first.
Yes. Your customer sees your brand end to end, from email to deliverables to on-site presence. The FDE represents your platform, not KnackLabs.
No. We add delivery capacity so your product engineers stay on the roadmap. We own the customer rollout; you own the product.
Weeks, not quarters. Our engineers are already trained and vetted, so onboarding is to your platform and APIs, not a six-month hire.
We're ISO 27001 certified and built for enterprise security and procurement reviews. IP and code ownership sit with you and your customer under the engagement terms.
The model flexes. Start with one FDE, then add engineers, specialists or a delivery manager as demand grows, or scale back when it shifts.
A 90-member engineering team in Hyderabad backs every FDE, with the FDE deployed on site at your customer, in the market they're in.
We build our own products (Gantry, Symphony Forge), which is why we understand platform delivery deeply. In an FDE engagement we ship on your platform, under your brand, and your customer stays yours.
Thirty focused minutes. You tell us where customers are stalling or which roles you can't fill; we tell you exactly how the FDE model would work for you. No slide-ware.