AI pilot to production
The demo works. The operating workflow does not.Connect approved data and systems, evaluate model behavior, and define human review, monitoring and fallback.
Example: permission-aware knowledge search
Forward Deployed EngineersTurn complex challenges
into working systems.
Hire engineers who work alongside your team,
from the business problem to production.
Move AI pilots, software integrations and customer deployments forward with hands-on engineering grounded in your users, data and operating environment.
For mid-market teams in the United States, Canada and United Kingdom.
Hands-on engineering
Business context
Production focus
Agreed working overlap
Flexible engagement
The role, explained
What is a forward deployed engineer?
A forward deployed engineer (FDE) is a hands-on software engineer who works with your users and technical team to build, integrate and deploy a solution in your operating environment.
Your business
outcome
outcome
- 01DiscoverUnderstand the workflow
- 02BuildCreate a useful solution
- 03IntegrateConnect your systems
- 04DeployValidate and release
- 05ImproveLearn from real use
Close to the users.
Accountable for the implementation.
A promising pilot is not yet a dependable business capability. An FDE closes the gap between the technology, your existing systems and the people who need to use it.
- Translate an operational problem into an actionable technical scope.
- Build and adapt software to the customer environment.
- Integrate APIs, data sources and enterprise systems.
- Test functionality, security and operational readiness.
- Support adoption, monitoring and a clear handover.
Not limited to AI. FDEs also work on software integrations, customer deployments and operational tools. For AI, evaluation, human oversight and model monitoring belong in the scope.
Embedded does not have to mean on-site.
The defining feature is close collaboration and delivery responsibility. Location, working-hour overlap and travel are agreed for the engagement.
60-second fit check
Is an FDE the right
role for this work?
Answer four questions. We’ll tell you when a different specialist is the better call.
Fit score · 80/100
Strong fit for a forward deployed engineer
Evolving scope, direct user input and multi-system integration are strong signals for the FDE model. Agree production ownership before delivery begins.
- Forward deployed engineerRecommendedEvolving scope, built and deployed
- Software engineerRecommendedDefined backlog or roadmap
- Solutions architectRecommendedDesign before the build
- Implementation engineerRecommendedStandard product rollout
A directional guide, not a definitive assessment. Confirm the scope and delivery responsibilities with an engineering lead.
Explore use cases and compare technical roles
Enterprise customer deployment
Every customer needs a different integration.Work with customer users and your product team to adapt the solution, resolve integration issues and prepare a supported release.
Example: enterprise SaaS onboardingConnected business workflows
Teams are bridging system gaps manually.Connect APIs, customer data and operational systems around a specific workflow, with testing and ownership agreed upfront.
Example: CRM and operations integrationIllustrative use cases. Confirm the technical scope and requirements for your environment.
FDE or another technical role?
A defined backlog, standard rollout or advisory brief may call for a different specialist.
| Role | Best fit | Typical output |
|---|---|---|
| Forward deployed engineer | Evolving requirements, direct user input and complex integrations | A solution built and deployed in your environment |
| Software engineer | A defined product roadmap or development backlog | Product features and reliable software |
| Solutions architect | Architecture and technical direction before the build | An approved design and implementation guidance |
| Solutions engineer | Technical evaluation before a purchase | Demonstrated fit and a validated buying decision |
| Implementation engineer | A standard product configuration or rollout | A configured, integrated and adopted solution |
| Technology consultant | Strategy or a specialist decision | Analysis and a recommended path forward |
Titles vary. Agree responsibilities, deliverables and acceptance criteria in the scope. Swipe horizontally to compare all columns.
Why Wildnet Edge
Four foundations for a stronger engagement.
Engineering capability and delivery safeguards, brought together around your business priorities.
01
Engineering depth
Hands-on software, AI and integration skills matched to your environment. Evaluate experience in building, testing and operating production systems.
Build · Integrate · Deploy
02
Business collaboration
Direct work with users and your technical team. Translate evolving requirements into practical decisions, with agreed working-hours overlap.
Context · Communication · Judgment
03
Visible delivery
A clear business brief, decision owners and acceptance criteria. Review working increments, dependencies and risks against agreed milestones.
Milestones · Reviews · Accountability
04
Control and continuity
Agree data boundaries, least-privilege access and IP terms. Plan repository access, operational ownership and knowledge transfer from the start.
Security · Ownership · HandoverSpecialist depth when the work needs it. FDE engagements can draw on our five technology practices.
In Their Words
Rated 4.89 across 104 reviews
Quotes are from engineering and product leaders, the people who own the outcome.
“Partnering with Wildnet Edge was a game-changer for our department. Their deep understanding of government processes, combined with cutting-edge AI capabilities, helped us modernize outdated systems with minimal disruption. The result? A faster, smarter, and more transparent public service delivery model.”
“Wildnet Edge truly exceeded our expectations. Their AI-first approach helped us streamline product development and automate key workflows, allowing our team to focus on innovation. Their proactive collaboration and agile execution felt like having a tech co-founder on our side.”
“Working with Wildnet Edge was transformative. They brought deep expertise in AI, cloud, and agile delivery that enabled us to modernize legacy systems without disruption. Their ability to deliver complex solutions at scale made them an essential partner in our digital evolution.”
A model that fits your work.
Engagement models
The right level of commitment.
Choose the commercial model around the clarity of the problem, the ownership you need and how the work is likely to evolve.
Fixed-scope delivery
For a bounded outcomeDefined deliverables, acceptance criteria and change control. Best when the requirements and dependencies are understood.
Agree the scope before the price.Time & materials
For evolving requirementsPrioritized work with regular reviews, transparent effort and agreed budget checkpoints. Useful when discovery continues during delivery.
Keep learning and spend visible.Staff augmentation
For embedded capacityAn engineer works within your team’s backlog, tools and delivery practices, with management responsibilities agreed upfront.
Clarify who owns delivery.Final scope, staffing, pricing and terms are agreed for your engagement.
From need to delivery
A deliberate start. A shared plan.
A five-step hiring and onboarding process shaped around your systems, team and delivery priorities.
-
01Define the mission
Clarify the workflow, systems, constraints and what success would mean.
An agreed role brief -
02
Evaluate the fit
Match the technical scope with engineering and customer-facing capability.
Relevant experience -
03
Review your shortlist
Review profiles against your stack, collaboration needs and availability.
A focused shortlist -
04
Interview & align
Explore a real scenario and agree responsibilities, scope and terms.
A shared delivery plan -
05
Onboard & deliver
Set up approved access, the first milestone and a regular review cadence.
A governed start
Confirm availability, procurement and access dependencies before agreeing a start date.
Plan your first milestone →Straight answers
The questions behind
the hiring decision.
Clear answers on cost, availability, collaboration and control before you commit.
Make the first conversation count.
Use our FDE scoping brief to capture the problem, systems, responsibilities and success criteria.
Download the scoping brief No email required · Plain-text templateWhat does it cost to engage a forward deployed engineer?
Cost depends on seniority, scope, duration and collaboration requirements. Fixed-scope delivery suits bounded outcomes; time and materials suits evolving work; staff augmentation provides ongoing capacity. Ask for budget assumptions, exclusions and change-control terms alongside the estimate.
How quickly can an engineer start?
Mobilization depends on the required skills, availability, interviews, procurement and approved system access. Agree a realistic start date once those dependencies are understood. No universal start time or delivery timeline is promised.
Can you support our team in the US, Canada or UK?
Wildnet Edge serves businesses in the United States, Canada and United Kingdom. Agree working-hours overlap, review cadence and escalation paths during scoping. Confirm any travel or on-site requirements separately; embedded collaboration does not automatically mean physical on-site delivery.
How will our data and systems be protected?
Agree approved environments, least-privilege access, confidentiality and security reviews before work begins. Define what data may be processed, where it may be stored and whether external AI services may be used. Controls must reflect your systems and applicable requirements.
Who owns the code and intellectual property?
Define IP ownership, repository access, third-party licensing and confidentiality in the agreement. Confirm the deliverables and access your internal team needs to operate and maintain the solution, including any vendor or platform dependencies.
How will we measure progress and manage handover?
Set a baseline and acceptance criteria before delivery. Review working increments, integration quality, adoption and operational readiness as relevant. Include documentation, runbooks, knowledge transfer and ongoing support ownership in the delivery plan.
Start with your challenge
Let’s define the right engineering support.
Bring the problem, your current systems and the outcome you need. You do not need a finished specification.
Your next useful step
A working conversation.
A clearer path forward.
Discuss whether an FDE fits, which capabilities matter and what a sensible first milestone could look like.
- Your business problem and its owner
- Your stack, integrations and constraints
- Your timeline and working-hours needs
Prefer to contact us directly?
sales@wildnetedge.com
Visit our contact page →