Content workflows that don't scale
Service
AI-Assisted Improvements
For practical AI use cases that improve content workflows, internal search, reporting, knowledge systems, and operational speed — including deployments where the data cannot leave your network.
At a glance
- AI-assisted content workflows
- Internal search and knowledge systems
- Reporting and data summarisation
- Private AI deployments: local inference and private AI cloud setups running open-weights models (Llama, DeepSeek, Qwen, Kimi, Mistral class) on your infrastructure or ours
3-step processOngoing retainer option
Common issues
What we see most often.
Internal knowledge that's hard to search
Reporting that takes hours of manual work
AI interest without a practical starting point
Data that can't go to a public AI API — contracts, regulation or client terms
What we support
Practical help, not a rebuild.
- AI-assisted content workflows
- Internal search and knowledge systems
- Reporting and data summarisation
- Private AI deployments: local inference and private AI cloud setups running open-weights models (Llama, DeepSeek, Qwen, Kimi, Mistral class) on your infrastructure or ours
- Practical, bounded AI pilots
Process
How we work.
Identify one bounded, high-value use case
Build a small pilot against real data
Evaluate honestly, then expand or stop
Proof
Seen in practice.
Real systems, measured honestly — every claim labelled verified, estimated, or qualitative.
Crypto transaction platform for a private banking service
Fintech — founder's prior contract (at Kabru) · Transaction flows shipped inside the live private banking platform, deployed as scalable containerised services.
E-commerce platform for a national music rights organisation
Music rights / entertainment — founder's prior agency work (at Glasshouse) · A production e-commerce platform serving a national rights organisation, delivered within an agency team.
Retainer path
Ongoing ownership.
Successful pilots usually roll into a support retainer for ongoing improvement and monitoring.
Related services
Explore other support options.
Website Maintenance
For businesses with existing websites that need updates, fixes, SEO implementation, performance work, security support, forms, landing pages, and practical improvement.
Garden Care
The optional monthly care routine for systems a FORT has delivered or stabilised. Garden Care runs on PRUNE — Performance checks, Reports, Updates, Nurture, Enhancements — in three tiers: Garden Care (one agreed application or workflow boundary), Garden Growth (adding one SEO or paid-search lane), and Garden Operations (a broader, individually scoped register).
Web Application Maintenance
For existing applications that need bug fixes, enhancements, refactoring, infrastructure support, and ongoing development.
Related reading
From the Insights hub.
From assistants to agents: why integration became the hard part
In 2025 the models learned to act, not just answer. The hard problems of AI moved from prompting to permissions, tools and escalation paths.
From experimentation to business use: what GPT-4 changed
GPT-4's launch in March 2023 raised the ceiling on AI-assisted writing, coding and analysis — and made verification and data handling first-order business concerns.
Next step
Not sure this is the right fit?
Start with a free fit check. A paid Technical Review then maps one agreed system or workflow, its risks, dependencies and improvement options. You approve the scope and fee before it starts.
FORT / Sprint Assist — A defined outcome and a scoped delivery cycle — typically a two-week FORT with agreed acceptance criteria and a clean handover.
Reserved Capability — Ongoing access to a fractional digital department: the systems you depend on kept healthy, improved steadily and extended when the business needs it.
Partner / White-label Capability — Delivery support for agencies and partners: our senior engineers behind your client work, under your brand and your client relationship.
Discuss your first FORT