AI Strategy
How Much Does an AI Audit Cost in the UK?
UK AI audit prices run from under £1,000 to five figures. What drives the cost, what each band should deliver and how to scope an audit that pays off.
20 October 20268 min read
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All articlesTag
Cost & ROI
16 Cost & ROI articles on production outcomes, with lessons from real enterprise projects. Read the guides that fit your next decision.
AI & Machine Learning
LLM Deployment Services: A Buyer's Guide for CTOs
What LLM deployment services should cover: serving, autoscaling, gateways, evaluation, security and cost control, plus the deliverables to insist on.
15 October 20268 min read
Software Development
Deterministic AI Workflows vs Autonomous Agents in 2026
Autonomous agents were the 2025 story. In 2026 enterprise teams are rebuilding them as deterministic workflows with LLMs as components. Here is our pattern.
1 September 20269 min read
Cloud & DevOps
How to Cut an Enterprise LLM Inference Bill in 90 Days
A worked example of cutting enterprise LLM inference spend in 90 days with caching, routing and serving-tier changes, without downgrading the model.
25 August 20269 min read
Cloud & DevOps
GPU Inference Autoscaling: Where Kubernetes HPA Fails
The default Kubernetes autoscaler was built for stateless web apps. Here's the GPU-aware inference autoscaling stack we deploy for enterprise LLM workloads.
18 August 202610 min read
Software Development
Building an Internal LLM Gateway for Enterprise AI
Every enterprise AI programme reaches a point where direct model calls stop scaling. Here's the LLM gateway pattern we deploy, and why.
4 August 202610 min read
Cloud & DevOps
AWS vs Azure vs GCP for AI Workloads: 2026 Verdict
AWS, Azure or Google Cloud for enterprise AI? Compare GPU access, managed ML platforms, model choice, real costs and lock-in, with a clear verdict per cloud.
29 July 202614 min read
AI Strategy
Fractional CTO vs. Full-Time CTO for AI Startups
A practical comparison of fractional CTO services versus full-time CTO hiring for growth-stage AI startups. Cost, speed, expertise, and when each model wins.
18 June 20269 min read
Cloud & DevOps
GPU FinOps: Cutting Enterprise AI Infrastructure Spend
A practitioner's playbook for controlling GPU and AI infrastructure costs at scale — the wasteful patterns we see most and the levers that move spend.
16 June 202610 min read
Software Development
AI Coding Agents for Enterprise Engineering
A practitioner's guide to deploying AI coding agents in enterprise engineering: governance, review patterns, ROI math, and the failure modes nobody talks about.
28 April 20269 min read
AI Strategy
Enterprise AI Trends 2026: What's Delivering ROI
The enterprise AI trends that matter in 2026: what is delivering ROI, what is stalling and where budgets are moving, drawn from 500+ projects with real clients.
20 March 20269 min read
Case Study
Aerial AI Roof Damage Detection: NavGen Case Study
How a U-Net + CNN pipeline detects hail, wind and storm roof damage from aerial imagery in under 2 seconds per property: AWS architecture, costs and results.
8 March 202614 min read
AI Strategy
Enterprise AI Development Cost 2026: Price Ranges
What does enterprise AI cost in 2026? Real ranges from a $15K proof of concept to $1M+ platforms, plus the hidden costs and how to scope a budget that holds.
6 March 202610 min read
AI & Machine Learning
Enterprise LLM Fine-Tuning: When It Beats RAG
Should your enterprise fine-tune an LLM or use RAG? A practical decision framework, the hidden costs and five production patterns from real deployments.
3 March 202611 min read
AI Strategy
AI Consulting Firm vs. In-House Team: Real Costs
In-house AI team vs. consultancy: the honest cost breakdown. Hiring timelines, hidden overhead, and when each model wins — from 500+ enterprise projects.
2 March 20269 min read
Software Development
The Hidden Costs of Technical Debt in AI Systems
Uncover the hidden costs of AI technical debt. Learn how to manage data dependencies, configuration debt, and model drift in enterprise ML systems.
22 January 20267 min read
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