AI Engineering

AI Development

Custom AI models, LLM integration, RAG pipelines, and agentic workflows: engineered for production and evaluated against your users' actual success criteria.

Partnerships and reviews

Certified partnerships

  • Microsoft Partner
  • Google Partner
  • Meta Business Partner
  • Shopify Partners
  • Oracle Partner
  • AWS Partner

Rated by clients and team

  • Clutch
  • Google
  • Indeed

Capabilities

What you get

AI development services that go from feasibility prototype to production-hardened feature, with evals, guardrails, and cost instrumentation wired in from the start.

LLM integration + orchestration

OpenAI, Anthropic, and open-source models wired into your product with the right prompting architecture, streaming, and error handling.

Fine-tuning + custom models

Fine-tuned models on your domain data, evaluated against your success criteria, not generic benchmarks that do not reflect your users.

RAG pipelines

Retrieval-augmented generation systems with chunking strategies, embedding models, and reranking tuned to your actual document corpus.

Agentic workflows

Multi-step agent architectures with tool use, memory, and human-in-the-loop checkpoints, shipped to production, not just researched.

Vector DB + embedding infra

Pinecone, Weaviate, pgvector: whichever fits your scale and latency requirements, with the indexing and retrieval patterns to match.

AI feature integration

The AI model is the easy part. We handle the plumbing: evaluation harnesses, guardrails, streaming, observability, and the UX layer around it.

Eval + safety frameworks

Automated evaluation suites, guardrail layers, and regression testing so your AI features do not regress silently between model versions.

Team collaborating on AI development

From prototype to production: engineered, not researched.

Delivery

How we build AI products

  1. Week 1–2

    Discovery + feasibility

    We map your use case against model capabilities, estimate accuracy ceilings, and build a quick end-to-end prototype on your actual data.

  2. Week 3–4

    Evaluation framework

    Before building production features, we build the eval harness: the tests that tell you whether the AI is actually working for your users.

  3. Week 5–10

    Build + iterate

    Model selection, fine-tuning, prompt architecture, and the integration layer. Weekly demos on real data, not synthetic benchmarks.

  4. Week 11–12

    Hardening + launch

    Guardrails, fallback behaviour, observability dashboards, cost monitoring, and a runbook handoff so your team can operate and extend it.

Why Robust Devs

180+ products shipped since 2019

We do not research AI; we ship it. Every engagement includes evaluation harnesses, cost instrumentation, guardrails, and operational runbooks. Your AI features work on launch day and keep working through model version changes.

Schedule a meeting

Fit

Who AI development is for

Best for

  • Products where AI is the core differentiator, not a bolt-on chatbot
  • Teams with real user data ready for fine-tuning or RAG
  • LLM features that need to work reliably at production scale
  • Evaluating AI model trade-offs without the hype

Not for

  • A simple ChatGPT wrapper with no custom logic: a no-code tool may be cheaper
  • Pure research or paper implementation without a product ship date
  • A team that wants prompts written without any engineering around them

Tech stack

Technologies we work with

This is the stack we reach for most often. Every project gets the tools that fit the problem.

Testimonials

What founders say after the build

Verbatim quotes from teams we shipped to production. We publish testimonials with written sign-off on file.

  • Recorded client call

    I find him very nice to work with and he actually delivers a very good quality. So I am really happy with him.

    Noa van der Veen · Strategy and operations, CheckyPro

  • Recorded client call

    I very much respect the knowledge that you have. You have a lot of things, just in our few communications, that no one else has mentioned. No one else has even made me think about them.

    Mirinda Scott · Founder, AI Change Mangement

  • SkinOS / 2250.care
    The team treats our roadmap like their own. Every standup felt like working with our own engineers, not an outside vendor.

    SkinOS team

    Clinical product, SkinOS / 2250.care

  • Recorded client call

    You're doing very, very well... the confidence that you're building with me — the full product is what I want to go with.

    Evan Kerivan · Founder & CEO, Restaurants Insightful

  • CheckyPro
    They told us what NOT to build. That single conversation re-shaped six months of roadmap and saved us a lot of money.

    CheckyPro team

    Operations, CheckyPro

  • Recorded client call

    You guys seem switched on and like you know what you're doing. I've got a good feeling about it.

    Dan Cameron · Founder, Self-image

  • Recorded client call

    You guys take a lot of pride and ownership in the work.

    Hamza Tariq · Co-Founder, GoldenEye

  • PixelFox
    They shipped the production version of what our previous agency had been promising for nine months, without the weekly excuses.

    PixelFox team

    Founders, PixelFox

  • Recorded client call

    I find him very nice to work with and he actually delivers a very good quality. So I am really happy with him.

    Noa van der Veen · Strategy and operations, CheckyPro

  • I had a large project built that needed a very specific understanding and the project was executed perfectly. Great design, great code, no bugs and anything I needed was done incredibly professionally. I would highly recommend and I will definitely be coming back with my…

    Verified client

    Israel

    $4,000+ · 11 monthsVerified client review

  • We approached several sellers in our search to get an app developed for our Shopify store. I had a very clear idea in my mind what we wanted and, through [their] expert questioning, [they] absolutely 'got it'. This was further proved through delivery of a…

    Verified client

    United Kingdom

    $1,500–$2,000 · 4 weeksVerified client review

  • We're working on a Shopify app that retrieves book data from our API and helps online stores and booksellers create book listings faster. This time, we needed to improve the app design and fix functionality issues. In general, we're satisfied with the service and plan…
    Barbara Hartman

    Barbara Hartman

    Repeat client · United States

    $400–$600 · 3 weeksVerified client review

  • This was a special request where we needed to rush this development. [They] complied and finished everything at the agreed time, and even worked until 2AM [their] local time in order to finish this on time. [They] went the extra mile for us with this…

    Verified client

    Canada

    Verified client review

  • [They were] very patient as we figured out exactly what we needed our app to do. [They were] able to get all the functionality we required, communicated well, and [were] upfront about the cost. We'll definitely be coming back for future projects!

    Ben McLellan

    Canada

    Verified client review

  • Absolutely fantastic work. This was a tricky app, and [they] did great work. [They] really know [their] way around Shopify and the process for developing a Shopify app, which was a great help to me! [They're] motivated and committed, and delivered a very high-quality app.…
    Lisa Zigel

    Lisa Zigel

    Israel

    Verified client review

  • I am very pleased to have worked with [them]! [They were] very detailed and delivered me perfection in an app! I look forward to working with [them] again!
    Verified client

    Verified client

    United States

    $3,000–$4,000 · 2 monthsVerified client review

  • Amazing service. Amazing time. Took all input and made the site great even with minor changes along the way. Will certainly try to use again if I'm lucky enough to have [them] work with me again. Thank you for everything.
    Gabriel Muller

    Gabriel Muller

    United States

    Verified client review

  • Very fast and thorough. [They] did exactly what I asked and then went the extra mile to tie up a couple of loose ends. I'm really pleased with the speed and efficiency, and would certainly recommend [them]. Thank you for your help and highly professional…
    Danny Venn

    Danny Venn

    Cambodia

    Verified client review

  • [They understand] the problem so well and deliver the results super quick. I'll not hesitate to say that I've found a gem. One thousand percent recommended!
    Verified client

    Verified client

    Pakistan

    Verified client review

  • Very positive experience. [They are] diligent, hardworking, and [have] good communication skills. Highly recommended.
    Max Hawthorne

    Max Hawthorne

    United States

    Verified client review

  • [They were] very patient, [and] prepared to go the extra mile so I got the result I wanted. Highly recommended.

    Carey Heazlewood

    Australia

    Verified client review

  • The project was not easy, literally. [They] did hard work on our project and finished as expected. Would like to work on upcoming new features together. Thank you.

    Erica Yagelsk

    United States

    Verified client review

  • [They are] reasonable, meticulous, [have] a great sense of design, and [are] very responsive. I really enjoyed working with [them] and [they] delivered a beautiful website for me.

    Verified client

    United States

    Verified client review

  • Extremely patient and did not stop until what I needed was delivered. Excellent partner to work with!
    R. Mendoza

    R. Mendoza

    United States

    Verified client review

  • I didn't expect such great service from someone I found without a referral. I got lucky and I hope to work with [them] again in the future.

    Verified client

    United States

    $1,500–$2,000 · 10 daysVerified client review

  • Bought this to create a website for my startup company. Results were above and beyond what I was expecting! Quick to answer, and always gave great input and ideas!

    J. Leonard

    United States

    Verified client review

  • We are very impressed with the service and the delivery and will use them again!
    Alexander Ekdahl

    Alexander Ekdahl

    Sweden

    Verified client review

4.6/5across 58 verified client reviews.Read them all at source

Modern office workspace for AI development

The real work

AI engineering is 20% model, 80% plumbing

The model is the easiest part. What makes AI features reliable is the evaluation harness, the streaming infrastructure, the guardrail layer, the cost monitoring, and the UX that handles latency and fallback gracefully. We build all of it: not just the prompt.

Schedule a meeting

Frequently asked questions

Straight answers about how we approach AI development: no buzzwords, no hand-waving.

  • OpenAI (GPT-4o, o-series), Anthropic (Claude), and open-source models via Together, Fireworks, or self-hosted. We pick the model that fits your latency, cost, accuracy, and compliance constraints, not the one trending on Twitter.

Ready to build AI that actually works?

Talk to the engineers who will build it, not a sales team. We will tell you honestly what is feasible, what the accuracy ceiling looks like, and how long it will take.