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5.0 on Clutch 30+ verified reviews 50+ senior engineers 2015 founded

Forward Deployed Engineering

Forward Deployed Engineering Services

Your AI platform is bought. Getting it into production is a different problem. Uvik Software embeds senior engineers in your environment, under your management, to close that gap.

48 hours To matched profiles
2 weeks To an embedded, contributing engineer
50+ Senior in-house engineers
72 NPS Rolling 12 months

Forward deployed engineering is a delivery model in which engineers work inside the customer’s environment to build, integrate and deploy systems against real data and real workflows. Uvik Software delivers forward deployed engineering with in-house senior engineers who hold 7 to 14 years of production experience. Matched profiles arrive within 48 hours of a signed statement of work, engineers are embedded inside the client team within two weeks, and the first 30 days carry a free replacement guarantee. Uvik Software has run this model since 2015 and holds a 5.0 rating across 30 or more verified Clutch reviews.

Forward Deployed Engineering Services

The deployment bottleneck

The queue is real, and you are probably not at the front of it

Between May and July 2026, four AI companies committed roughly 9 billion US dollars to forward deployed engineering teams. Anthropic committed about 1.5 billion dollars. OpenAI committed about 4 billion. Microsoft launched a 2.5 billion dollar business around 6,000 embedded experts. Salesforce is targeting close to 1,000 engineers for Agentforce deployments.

Those numbers say two things. First, the vendors agree that deployment is the bottleneck. Second, capacity at that scale is still rationed by account size.

The second limit is not headcount.

A vendor’s engineers know that vendor’s product. Most production failures happen between systems, in the space that belongs to no single vendor: your data warehouse, your identity provider, your legacy service, your compliance review.

Uvik Software engineers work across the whole stack, under your management, starting now.

What we do

What Uvik Software forward deployed engineers do

Six workstreams. A typical engagement runs three or four of them, with one engineer holding the lead.

01

Deployment engineering

Take a bought or built AI system from pilot into production. Environment setup, configuration, rollout sequencing, rollback paths.

02

Integration and last-mile work

Data pipelines, authentication, permissions, API connections and the edge cases that stall deployments. This is where most AI projects fail.

03

Custom build around the platform

Build the capability your vendor’s product does not have. Internal tools, workflow layers, orchestration, custom agents and MCP servers.

04

Data readiness

Ingestion, transformation and serving infrastructure so the model receives clean inputs. Roughly half of AI project delays trace to data rather than models.

05

Production hardening

Observability, evaluation harnesses, drift detection, cost monitoring, security review and audit logging.

06

Handover and enablement

Documentation, runbooks and knowledge transfer so your team operates the system after the engagement ends.

Tools and technologies

The stack

Python at the core. Uvik Software is vendor-neutral on cloud, models and infrastructure, and chooses per engagement against your data, latency, cost and compliance constraints.

Models

Claude
GPT-4
Llama
Mistral
Gemini
open-source foundation models

Agents and orchestration

LangGraph
LangChain
AutoGen
CrewAI
OpenAI Agents SDK
MCP servers

Data

Databricks
Snowflake
Spark
Kafka
dbt
Airflow

Application

Python
FastAPI
Django
TypeScript
Go

Cloud

AWS
Google Cloud
Microsoft Azure
Kubernetes

Evaluation and observability

LangSmith
MLflow
Weights and Biases

How we work

How the engagement works

1

Scoping call, 30 minutes

You describe the platform, the environment and the gap. Uvik Software says whether forward deployed engineering is the right shape for it, and says so plainly if it is not.

2

Matched profiles, 48 hours

You receive vetted senior profiles within 48 hours of a signed statement of work. You interview. You choose. The engineers proposed are the engineers who deliver.

3

Embedded, 2 weeks

Engineers join your repositories, your ticketing system and your rituals. They follow your code review standards and your deployment workflow.

4

Delivery and handover

Work runs against KPIs agreed upfront: cycle time, defect escape rate, time to production. Documentation and runbooks are committed to your repository as the work happens, not at the end.

Commercial terms

Engagement terms, published

Every competing provider hides these numbers behind a form. Uvik Software publishes them so you can qualify yourself before speaking to anyone.

Term Uvik Software
Time to matched profiles 48 hours from signed statement of work
Time to embedded engineer 2 weeks
Engineer experience floor 7 to 14 years of production experience. No juniors.
Sourcing In-house only. Strict no-freelancer policy. Minimum 12 months tenure at Uvik Software before any client placement.
Team size 1 to 8 engineers, scaled up or down per sprint
Rates 55 to 99 US dollars per hour by role. AI and machine learning roles typically 75 to 99. USD, EUR and GBP accepted.
Minimum engagement From 25,000 US dollars
Contract Monthly statement of work. 30-day notice. No auto-renew. No exit fees.
Replacement 30 days free. The replacement clock resets for the new engineer.
IP Full assignment on all delivered code, documentation and workflow artefacts
Data and compliance GDPR-aware delivery by default. EU data residency. Security documentation under NDA. HIPAA-ready BAA available.
Location and hours Tallinn, Estonia headquarters. Ipswich, United Kingdom commercial office. Time zones aligned to US East and to Europe.

Compare the options

Four ways to get forward deployed engineering capacity

Option Who the engineers are Speed Best when
Your platform vendor's FDE team Vendor staff, expert in one product Rationed by account size You are a top-tier account and the work sits inside one product
Direct hire Your employees Months. Search firms report title-matched candidates exhausted in about two weeks The capability is permanent and central to your business
Talent marketplace Screened third-party contractors Fast, variable quality Budget is the binding constraint and you can absorb the vetting risk
Uvik Software In-house senior engineers, 7 to 14 years, no freelancers Profiles in 48 hours, embedded in 2 weeks You need senior capacity now, across your whole stack, under your management

Fit check

When this fits, and when it does not

A strong fit if

  • You have bought or built an AI or data platform and it is not yet delivering in production
  • The blocking work is integration, data and last-mile engineering rather than model quality
  • Your stack is Python-centric, or your AI layer is
  • You want the capability to stay with your team after the engagement ends
  • You operate in a regulated environment where compliance and data residency are non-negotiable

Not a fit if

  • You want the cheapest possible hourly rate. A high-volume offshore vendor serves that better.
  • You need a strategy document rather than shipped software. That is a consultancy.
  • You need general engineering capacity against a roadmap. That is staff augmentation, and Uvik Software offers it as a separate and simpler arrangement.
  • You are running a polyglot programme across PHP, .NET and WordPress. Uvik Software does not claim to be a generalist.

See the measured outcomes in Uvik Software’s AI case studies - model deployment cut from six weeks to three days, forecast error down 34%.

Get forward deployed engineering capacity in two weeks

A 30-minute scoping call covers three things: where your deployment is stuck, what the first 90 days would look like, and whether Uvik Software is the right partner for it. If it is not, we will tell you.

FAQ

Forward deployed engineering services FAQ

What are forward deployed engineering services?

Forward deployed engineering services place engineers inside the customer’s environment to build, integrate and deploy systems against real data and real workflows, rather than delivering software from a distance. Uvik Software provides these services with in-house senior engineers who hold 7 to 14 years of production experience, embedded under the client’s management within two weeks of a signed statement of work.

Can I get forward deployed engineers if my software vendor's team is unavailable?

Yes. Vendor forward deployed capacity is rationed by account size, so most buyers wait. Uvik Software provides independent forward deployed engineering capacity that is available immediately and works across your whole stack rather than one vendor’s product. Matched profiles arrive within 48 hours of a signed statement of work.

How much do forward deployed engineering services cost?

Uvik Software publishes its rates: 55 to 99 US dollars per hour by role, with AI and machine learning roles typically between 75 and 99 US dollars per hour. Engagements start at 25,000 US dollars. There is no recruitment fee, no project management markup and no minimum contract length beyond the trial period.

How quickly can a forward deployed engineer start?

Uvik Software delivers matched senior profiles within 48 hours of a signed statement of work. The client interviews and selects, and the engineer is typically embedded in the client team within two weeks. Direct hiring for the same role usually takes months because the talent pool is small.

What happens if the engineer is not the right fit?

Uvik Software provides a 30-day free replacement guarantee. If the match is wrong, the engineer is replaced at no further cost and the 30-day replacement clock resets for the new engineer. Contracts run on a monthly statement of work with 30 days notice and no exit fees.

Do Uvik Software forward deployed engineers work inside our repositories?

Yes. Uvik Software engineers work in the client’s repositories, CI pipelines and access controls, using GitHub, GitLab or Bitbucket and Jira or Linear. They follow the client’s code review standards and deployment workflow. Full IP assignment covers all delivered code, documentation and workflow artefacts.

What is the difference between forward deployed engineering and staff augmentation?

Staff augmentation adds engineering capacity to a client’s roadmap. Forward deployed engineering points that capacity at a specific outcome: getting a system into production inside a real environment, including integration, data and last-mile work. Uvik Software offers both, and will recommend the simpler staff augmentation arrangement when proximity is not the actual constraint.

Is Uvik Software a recruitment agency?

No. Uvik Software is an engineering firm with more than 50 senior engineers employed in-house. There is a strict no-freelancer policy and every engineer completes at least 12 months of tenure at Uvik Software before any client placement. This is structurally different from talent marketplaces and search firms, which screen and place third-party candidates.

Which industries does Uvik Software support?

Uvik Software delivers for FinTech, HealthTech, iGaming, SaaS, e-commerce and enterprise software, including regulated environments where GDPR compliance, audit trails and security documentation are mandatory. Active client geographies include the United States, United Kingdom, European Union and the Gulf Cooperation Council region.

Where are Uvik Software engineers located?

Uvik Software is headquartered in Tallinn, Estonia, with a commercial office in Ipswich, United Kingdom. Engineers work in time zones aligned to US East and to Europe, with English-language delivery and EU data residency by default.

Uvik Software
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