Practical AI features that ship inside real products
AI assistants, document extraction, recommendations and workflow automation — built with guardrails, human review and measurable ROI.
- Human-in-the-Loop
- Cost-Controlled
- Production-Grade
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Common friction we help teams solve
Hype Without Value
AI demos that never make it into the real product.
Manual Data Entry
Teams retyping invoices, receipts and forms every day.
Support Overload
Repetitive tickets swamping the support team.
No Guardrails
AI outputs shipped without review, causing customer trust issues.
Runaway Costs
LLM bills that scale faster than revenue.
Data Risk
Sensitive data sent to third parties without controls.
AI built for production, not just demos
From use-case discovery to a shipped, monitored AI feature — with human review and clear ROI.
AI Assistants
In-product copilots grounded in your data with RAG.
Document AI
OCR + extraction for invoices, receipts and forms.
Semantic Search
Vector search across your knowledge base and docs.
Workflow Automation
AI-triggered actions with human approval steps.
Recommendations
Personalisation, ranking and next-best-action.
Guardrails & Eval
Prompt tests, output validation and monitoring.
Cost Control
Model routing, caching and per-tenant budgets.
A clear path from brief to launch
- 01
01 · Use-Case Discovery
Pick 1–3 high-ROI use cases with clear metrics.
- 02
02 · Data Audit
What data exists, what needs cleaning, what needs consent.
- 03
03 · Prototype
Rapid prototype with real data and real users.
- 04
04 · Guardrails
Eval suite, human review and monitoring in place.
- 05
05 · Ship
Roll out inside the product with usage & cost dashboards.
- 06
06 · Improve
Continuous prompt, model and data improvements.
What you receive from the engagement
AI Use-Case & ROI Report
Data & Privacy Audit
Working AI feature in your product
Prompt & Model Evaluation Suite
Human-in-the-Loop Review Flow
Cost & Usage Dashboard
Guardrails & Fallback Logic
Documentation & Runbooks
One product team, modern tooling, transparent delivery
We use proven tools and predictable working rhythms so your team always knows what is happening.
Tools and capabilities
Collaboration model
Weekly Demos
Live product review every week — no surprises, no long silences.
Shared Slack Channel
Direct access to the delivery team, not a support queue.
Public Roadmap
Sprints, tickets and progress visible in your Linear or Jira.
Clear Ownership
One delivery lead, one design lead, one engineering lead — always.
Outcomes the business can feel
Real Time Saved
Hours per week returned to your team.
Better Decisions
Insights on top of data that used to sit idle.
Trust Preserved
Human review means no rogue AI outputs.
Predictable Cost
Budgets, quotas and model routing in your control.
Answers before you ask
Let's build your AI feature
Tell us about your product, timeline and goals — we'll respond within one business day with a plan and rough estimate.
- No Obligation
- NDAs on Request
- Response in 24h