SaaS & AI product developmentProducts that ship
and keep shipping.

Multi-tenant SaaS, enterprise platforms, developer APIs and AI products: built with an agentic pipeline and the evaluation discipline to keep them right.

Book a consult See our work

engineers on the agentic delivery path

98%

detection accuracy, computer-vision product

Multi-tenant

SaaS with a white-label reseller tier

On the date

critical milestone shipped on deadline

Every tenant's data walled off. Every release has to pass its evals, then a canary, before it reaches everyone.

What we have shipped here.

7 case notes · client names withheld

01 · AI · delivery

Data & AI

Agentic software-delivery framework on Claude Code

Problem — An engineering practice wanted to deliver faster without losing review, tests and documentation along the way.

What we did — An end-to-end pipeline on Claude Code: project planning, automated epic and story population with progress tracking, autonomous story implementation, a dedicated solutions-architect agent, guardrail enforcement, automated code review and test generation, living documentation, and human-in-the-loop escalation pushed to mobile when a decision needs a person.

Measured — Rolled out to 10 engineers and now the practice’s default path for new work. Two Android apps scoped at five developers were shipped by one, on the original timeline.

Claude CodeMCP serversAgent orchestrationGuardrailsAutomated reviewJira

Client withheld · details on the callAsk about this →

02 · Agritech · computer vision

Data & AI

Detection from user-submitted photographs

Problem — Non-experts photographing in poor conditions; a model that had to act on what they sent.

What we did — Owned the labelled dataset strategy, the evaluation criteria that gated release, production monitoring and the retraining loop as field data arrived; capture guidance and failure handling treated as part of the product. Localised for low-literacy users.

Measured — 98% detection accuracy. Government incubator funding secured on the minimum viable build.

Computer visionDataset strategyEvaluationRetraining loopi18n

Client withheld · details on the callAsk about this →

Process-documentation platform backend

Enterprise · .NET

Critical milestone shipped on the date.

Embedded

Autonomous development pipeline for Dynamics 365

Enterprise · automation

Agent-driven customisation running end to end.

Data & AI

Multi-agent orchestration framework

AI systems

Coordinated workflow simulation among autonomous agents, reliably repeatable — [ADD RUNS / SUCCESS RATE].

Data & AI

Small language models where an LLM was too expensive

AI · small models

Accuracy target met at a fraction of the inference cost — [ADD COST / ACCURACY].

Data & AI

Marketing data consolidated into ML-ready datasets

Data · ETL

ML-ready datasets delivered — [ADD SOURCES / VOLUME].

Data & AI

All 32 case notes →

What this industry asks for

The three questions we get before the first call ends.

01Multi-tenancyTenants, white-label tiers and credit-based monetisation designed in from the schema up, not bolted on when the second customer arrives.

02IntegrationsDynamics, Dataverse, SharePoint, Power BI, Xero: the plumbing is most of the product, so it is reviewed like the product.

03AI that stays rightEvaluation gates before release, monitoring after, small models where a large one is too expensive. The harness decides.

Services that fit.

All eight →

01Custom softwareThe product, scoped and shipped in six-week increments.→04AI & machine learningModel features, agents and retrieval with a number to defend.→02Team augmentationEngineers inside your team when the roadmap outgrows it.→08QA & test automationGenerated tests and guardrails on every change.→

The other industries.

All six →

01Fintech & payments→02Retail & e-commerce→03Healthcare & life sciences→04Logistics, travel & marketplaces→05IoT, signage & the built environment→06SaaS, platforms & AI productshere

SaaS & AI · the call

Tell us what the product must do next quarter. We will say how we would ship it.

Bring the problem, not a brief. If it is outside what we do well, we will say which of our contacts to call instead.

Book a consult See our work

Or email info@hopsig.com — reply within one working day.

SaaS & AI product developmentProducts that shipand keep shipping.

What we have shipped here.

Agentic software-delivery framework on Claude Code

Detection from user-submitted photographs

The three questions we get before the first call ends.

Services that fit.

The other industries.

Tell us what the product must do next quarter. We will say how we would ship it.

What we have shipped here.

Agentic software-delivery framework on Claude Code

Detection from user-submitted photographs

The three questions we get before the first call ends.

Services that fit.

The other industries.

SaaS & AI product developmentProducts that ship
and keep shipping.