Hire AI Engineers | Production RAG & Agents | 2muchcoffee

Hire AI
Engineers

10M+Users on apps we built
11+Years shipping software
700+GitHub stars, open source

★★★★★5.0 on Clutch, 26 reviews

Bring on AI engineers who build retrieval and agent systems that survive real users, not just a convincing demo. Grounding that stops the model inventing answers, retrieval that finds the right context, and the evaluation loop that proves it. Dedicated to your product or embedded in your team.

Talk to our team
Hand-drawn scribble illustration of AI engineering: a central brain node wired to a vector grid, a magnifying glass over documents, small connected agent robots, a code terminal and a coffee mug
Trusted by

Why teams hire AI engineers from us

Production, not demos

Retrieval quality, grounding, latency and cost under load, and a real evaluation loop. The layer under the agent that decides whether it ships.

Software engineers first

What they build is a maintainable, deployable service with observability, not a notebook nobody else can run. Designers, QA, and reviewers behind every engineer.

Read the code before you hire

A published teardown of our production hybrid RAG and public multi-agent repos on GitHub. You can read how we build before you commit.

The stack

Skills our AI engineers bring

Fluent across the production AI stack: retrieval, agents, and the evaluation layer that keeps them honest.

PythonLangGraphRAG pipelinesQdrantpgvectorHybrid search + rerankingOpenAI APIsClaude APIsGrounding & citationsEval harnessesSpeech-to-textLLM observability

How it works

How hiring works

From the first call to an engineer in your standup, usually inside two weeks.

01
Tell us what you are building

A short call to understand your product, your data, and where AI actually earns its place in it.

02
We match senior engineers

We propose vetted AI engineers who fit your stack and timezone, with the public teardown and repos for you to review.

03
You interview and decide

Talk to the engineers, check the fit, and choose who joins. You make the call, not us.

04
They start, embedded

Your engineer joins your standups and tools, managed by you, backed by our designers, QA, and reviewers.

Build vs buy

Why a dedicated team beats the alternatives

How hiring senior AI engineers through us compares to building in-house or going freelance.

2muchcoffee
In-house hire
Freelancer
Time to start
About two weeks
Two to three months
Varies a lot
Vetting
Senior, public code to read
You run it
Entirely on you
Team behind them
Designers, QA, reviewers
Just the hire
None
Scaling
Up or down in days
Slow and costly
Hard on demand
If it is not a fit
Replaced fast, no extra cost
Re-hire from scratch
Start over

Put senior AI engineers on your product this month. Tell us what you're building.

Talk to our team

Proof

Read the work before you hire

Trusted by the best in their industries.
Adam Egesa photo
Normative
Adam Egesa
CEO & CTO
2muchcoffee provides top-notch development work and expert advice that please end-users needs. The team is transparent about progress, communicative, and committed to deadlines.
Niklas Frisk photo
Stepler
Niklas Frisk
Co-founder & CEO
The app has received positive feedback from users. 2muchcoffee leverages their strong work ethic and technical expertise to produce results that meet the needs and requirements of the client. The team develops solutions that engage the client's audience.
Lindsay Scholtes photo
Scholyr
Lindsay Scholtes
Co-founder & CEO
Internal stakeholders are pleased with the UX/UI and functionality of the final product. Excellent communication and consistent professionalism were hallmarks of this partnership. Customers can expect a dedicated, innovative partner that will meet every requirement.
Alexandre Lacgèze photo
Station
Alexandre Lacgèze
Co-founder & CTO
Users commented that the revamped app was richer in features and more user-friendly. The solution would also be a lot easier to scale in the future thanks to the well-written code. Collaborative and diligent, 2muchcoffee took the time to understand the core business goals, which informed the work.
Peter ten Klooster photo
Inktank
Peter ten Klooster
Co-founder
2muchcoffee filled the development partner role seamlessly and created an essential component for the client. Their team was responsive and always available. They offered detailed feedback that showcased their expertise in the field. Customers can expect a capable and flexible team of developers.
Lars Rieger photo
Digistore24
Lars Rieger
Product Manager
Collaborating with an in-house design team, 2muchcoffee delivered dynamic, user-friendly websites and pages within a narrow time frame. The team remained involved and diligent, offering experienced guidance and recommendations to minimize shortfalls or errors.

Questions

Hiring AI engineers, answered

What AI work has your team actually shipped?

Production retrieval and agent systems. We published a full teardown of our hybrid RAG on Qdrant, including the grounding and evaluation work, and we maintain public multi-agent repositories you can read.

Do you build RAG, agents, or both?

Both. Retrieval is the layer under most useful agents, so we treat them together: grounded retrieval first, then the agent that reasons over it.

How do you keep the model from hallucinating?

Grounding and evaluation. We constrain answers to retrieved, cited context and run an evaluation harness with golden sets, so a change that increases hallucination shows up before your users find it.

Which models do you use?

OpenAI and Anthropic families behind a provider-agnostic layer, so you are not locked to one vendor and can route by cost and capability.

Can I hire one engineer or a team?

Both, sized to your stage. One senior AI engineer embedded with your team, or a cross-functional pod that ships the feature end to end.

Ready to add senior AI
engineers to your team?

Tell us what you're building and we'll match you with the right people.

Talk to our team

CONTACT OUR TEAM

Do you have an idea for your next project? Not sure what tech stack or business model to choose? Share your thoughts and our team will assist you in any inquiry.
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