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
'%20fill='%23C63631'%20stroke='none'%3e%3cpath%20d='M%201784.53%205631.9%20C%201775.53%205618.9%201692.53%205479.9%201598.53%205322.9%20C%201395.53%204983.9%201355.53%204919.9%201342.53%204915.9%20C%201332.53%204912.9%201315.53%204938.9%201090.53%205311.9%20C%201023.53%205423.9%20960.53%205523.9%20951.53%205534.9%20C%20936.53%205549.9%20918.53%205552.9%20816.53%205552.9%20C%20751.53%205552.9%20696.53%205548.9%20692.53%205542.9%20C%20689.53%205537.9%20721.53%205475.9%20763.53%205405.9%20C%20806.53%205335.9%20855.53%205252.9%20872.53%205222.9%20C%20889.53%205192.9%20941.53%205106.9%20987.53%205032.9%20C%201032.53%204958.9%201161.53%204746.9%201272.53%204562.9%20C%201383.53%204378.9%201522.53%204147.9%201581.53%204050.9%20L%201689.53%203872.9%20L%201823.53%203872.9%20C%201897.53%203872.9%201957.53%203874.9%201957.53%203876.9%20C%201957.53%203879.9%201887.53%203997.9%201800.53%204139.9%20C%201513.53%204612.9%201487.53%204657.9%201487.53%204674.9%20C%201487.53%204697.9%201788.53%205192.9%201802.53%205192.9%20C%201807.53%205192.9%201830.53%205162.9%201852.53%205125.9%20C%201874.53%205088.9%201902.53%205042.9%201913.53%205023.9%20C%201925.53%205003.9%201993.53%204890.9%202065.53%204772.9%20C%202395.53%204228.9%202458.53%204121.9%202452.53%204112.9%20C%202448.53%204106.9%202382.53%204102.9%202287.53%204102.9%20C%202200.53%204102.9%202126.53%204098.9%202123.53%204094.9%20C%202120.53%204089.9%202147.53%204038.9%202183.53%203979.9%20L%202249.53%203872.9%20L%202563.53%203872.9%20C%202736.53%203872.9%202877.53%203875.9%202877.53%203878.9%20C%202877.53%203882.9%202812.53%203991.9%202734.53%204121.9%20C%202537.53%204445.9%202057.53%205239.9%201929.53%205452.9%20C%201801.53%205664.9%201804.53%205662.9%201784.53%205631.9%20Z'%20style='fill:%20rgb(215,%2032,%2038);'/%3e%3cpath%20d='M%202191.53%205539.9%20C%202187.53%205527.9%202443.53%205099.9%203052.53%204100.9%20L%203191.53%203872.9%20L%203324.53%203872.9%20C%203397.53%203872.9%203457.53%203874.9%203457.53%203876.9%20C%203457.53%203879.9%203366.53%204031.9%203255.53%204214.9%20C%203144.53%204397.9%202964.53%204696.9%202854.53%204877.9%20C%202744.53%205059.9%202607.53%205285.9%202550.53%205380.9%20L%202445.53%205552.9%20L%202321.53%205552.9%20C%202226.53%205552.9%202195.53%205549.9%202191.53%205539.9%20Z'%20style='fill:%20rgb(215,%2032,%2038);'/%3e%3cpath%20d='M%201029.53%204386.9%20C%201014.53%204360.9%20993.53%204325.9%20982.53%204308.9%20C%20970.53%204291.9%20938.53%204237.9%20909.53%204187.9%20C%20880.53%204138.9%20829.53%204053.9%20797.53%203999.9%20C%20764.53%203944.9%20737.53%203894.9%20737.53%203886.9%20C%20737.53%203874.9%20759.53%203872.9%20864.53%203874.9%20L%20991.53%203877.9%20L%201099.53%204049.9%20L%201207.53%204220.9%20L%201144.53%204326.9%20C%201110.53%204384.9%201076.53%204432.9%201069.53%204432.9%20C%201062.53%204432.9%201044.53%204411.9%201029.53%204386.9%20Z'%20style='fill:%20rgb(215,%2032,%2038);'/%3e%3c/g%3e%3c/svg%3e){kind=small}
AI Field Notes
Blog – Page 3
Practical insights on AI strategy, machine learning, LLMs and production operations. No fluff — just lessons from 500+ real-world projects.
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
AI Strategy
Why Enterprise AI Projects Fail and How to Avoid It
85% of enterprise AI projects fail. We dissect the 5 root causes — poor data quality, missing MLOps, wrong team structure — and how to prevent each one.
26 February 20269 min read
AI & Machine Learning
How to Deliver a Production ML System in 6 Weeks
A week-by-week plan for taking a machine learning system from concept to production in six weeks, with an illustrative logistics example.
12 February 20268 min read
Software Development
Data Engineering for AI: The Foundation Teams Skip
Data engineering is 80% of AI success. Discover how modern lakehouse architectures and feature stores build the foundation for production machine learning.
5 February 20267 min read
Cybersecurity
AI-Powered Cybersecurity: What Enterprises Need to Know
Explore how AI is transforming enterprise cybersecurity. Learn about AI-driven anomaly detection, automated triage, and defending against adversarial AI.
29 January 20268 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
AI Strategy
How to Build an AI Roadmap for Your Enterprise
Learn how to build a practitioner-led enterprise AI roadmap. Discover a step-by-step methodology for assessment, prioritisation, and phased rollout.
8 January 20268 min read
Get Started
Ready to Get Started?
Book a free 30-minute call with us to identify quick wins and show you what's possible.