bitter honeyAI & product engineering
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Services / Work directly with our team

From first idea
to working product.

Product design, web and mobile engineering, and AI with a clear job to do. Agree a useful first release, review working software and build towards real use.

Discuss your build

Product builds

Your product,
from brief to release.

Define the core journey, design the experience and build the software behind it. Web apps, mobile products, backend services and useful AI features can be scoped as one coherent build.

Every product is quoted individually. We agree scope, milestones, ownership and the handover before work starts.

Explore product builds

01 / One-to-one support

AI, BUILT
with you.

Work directly with our team to bring AI into your product or daily workflow. Practical guidance and hands-on implementation, shaped around what you need.

AI integration & agentic AI

Connect your tools and data. Build agents that can use them to carry out useful, multi-step tasks.

  • 01Choose a useful workflow and define the outcome.
  • 02Connect AI to your existing tools, data and APIs.
  • 03Build, test and improve your agent workflows.
Discuss 1:1 support

Scope, session format and pricing agreed before we start.

See the approach in Wheerli: garment detection, visual retrieval and multimodal review, with a benchmark for evaluating match quality. Live iOS product and search backend; Android release work continues. Explore Wheerli’s AI search pipeline

02 / The AI pilot

Prefer a fixed
deliverable?

Choose a focused build when you have a specific use case to test. We agree the scope, the inputs and what a good result looks like.

The AI pilot

£3,000 / fixed scope

Typically 2–3 weeks

A working feature you can evaluate.

  • One use case and one data source or integration
  • A working pilot with a simple interface
  • Evaluation on examples agreed with your team
  • Observed limitations, running costs and a code handover

50% to book, 50% on agreed acceptance. Timing starts when scope, data and access are ready. Production rollout and ongoing support are scoped separately.

Discuss your pilot

Also in the studio

Product engineering

03

Search & evaluation

Connect model behaviour to a useful result. Build retrieval workflows, compare approaches on representative examples and inspect failure cases.

Embeddings & retrieval · Reranking · Quality, latency and cost evaluation

Visual-search system: Wheerli
04

Agents & connected tools

Give an agent the context and tools it needs, with clear permissions, visible execution and a way to check the result.

MCP integrations · Read-only connectors · Execution state & review

Working MCP prototype: Pragma

For agency partners

Your client relationship.
Our team alongside yours.

Bring our team into a defined brief when you need specialist AI or mobile delivery. We work alongside your designers and developers, with clear milestones and a handover your team can use.

Project scope, communication, ownership and any ongoing support are agreed before work starts.

Build with Bitter Honey

Have an idea?
Let’s make it useful.

Tell us what you want to build, who it is for and where you need a hand. We’ll work out a clear first step together.

Discuss your buildEmail Bitter Honey