In-product copilots
Conversational assistants embedded in your product, tuned to your data, permissions, and voice.
AI features shipped since 2023
AI, woven into the product, not bolted on
We design and build AI features that feel considered: copilots, conversational flows, and native product surfaces, with the design craft to make them feel like they belong.
0103/01
Production-grade AI featuresWhy Nuttifox for AI
AI features people actually trust and use
Anyone can call an API. The hard part is deciding what the model should own, what stays deterministic, and what a user sees when it gets it wrong. We design that boundary first, then build the interface around it so the feature reads as considered rather than bolted on.
/02
ServicesAI development services
AI feature builds
Drafting, summarisation, and classification features designed and shipped as part of the product.
Model integration
API wiring, prompt architecture, and streaming UI on top of your existing codebase.
Evals & prompt tuning
A test set for your feature so prompt changes get measured instead of guessed at.
Ongoing partnership
Continuous tuning and new AI surfaces as the product and the models both move.
/03
ProcessHow we work
01
Define the model's job
What the model should decide, what stays deterministic, and where a human checks in.
/04
Related work
/05
Studio TashkeelWhat clients say
“We had our initial meeting with Chris, which was very insightful and valuable. He was open and helped us understand our AI strategy and the project delivery was very impressive.”
Muthahar KhanStudio Tashkeel
A small senior team you don’t have to manage.
Tell us the outcome you need. We scope it, build it, and hand it over — same people from kickoff to launch, no junior bench, no hand-off gap.
Book a callIndependent studio
300+Projects shipped since 2009
17 yrsIndependent, senior team
1 wkTypical time to a first live page
/06
AnswersFAQ
faq.mdx
01
Do you only work with Claude?
Claude is our default — reasoning and instruction-following are strong where tone and judgment matter. If you already run OpenAI or another model, we work with that. The product boundary matters more than the vendor.02
Can you add AI to an existing product?
Yes — this is most of our AI work. We integrate a model into an existing codebase and design the interface around it, rather than starting from scratch.03
How do you handle AI mistakes in a live product?
Every AI feature we ship has a defined failure mode — a clear way for the user to see what happened and recover, rather than a silent wrong answer.04
Do you build the backend integration or just the interface?
Both. We handle the API integration, prompt design, and the front-end experience as one connected system./07
Guides & termsRelated reading
Have something to build? Let’s ship it.
Book a call