Blog
Custom AI Development
LLM, generative AI, and ML builds — architecture, delivery timelines, and what things actually cost.
Guide · Custom AI Development
Is Investing in Custom AI Development Worth It?
When custom AI beats off-the-shelf tools, when it doesn't, and how to run the math before you spend.
Answer · Custom AI Development
How Does Custom AI Development Work?
From scoping to production in plain terms: the phases, the timelines, and where projects actually fail.
Answer · Custom AI Development
What's the Best AI Development System for Customer Relations?
Off-the-shelf CRM AI, platform add-ons, or custom development: which fits, when, and what each route costs.
Guide · Custom AI Development
AI Development Company: How to Choose One in 2026
Every agency now calls itself an AI development company. How to tell builders from slide decks: the questions, the pricing models, and the ownership terms that matter.
Guide · Custom AI Development
Artificial Intelligence Development Services: What You Actually Get
What AI development services include in 2026, from scoping to production, what they cost, and the contract terms that decide whether you own the result.
Build walkthrough · Custom AI Development
Building a White-Label AI Compliance Scanner
Inside the build: a multi-tenant platform that grades website privacy compliance with an LLM, resold under an agency's own brand.
Build walkthrough · Custom AI Development
Building an Air-Gapped Fraud Detection Pipeline
Inside the build: an AI audit engine that finds duplicate payments and shell vendors without data ever leaving the building.
Build walkthrough · Custom AI Development
Scoring 25 Million Voter Records: An ML Pipeline Walkthrough
Inside the build: turnout and persuasion scoring across 25.3M voters and $2.365B in matched federal contributions.
Guide · Custom AI Development
AI MVP Development Services: Ship a Real Prototype Fast
How to scope an AI MVP that actually proves the idea, what it should take to build, and what to see before you pay.
Cost guide · Custom AI Development
How to Hire Generative AI Developers in 2026
Where to actually find generative AI developers, what they cost by hiring model, and the tradeoffs of each.
Guide · Custom AI Development
LLM Development Services: What's Actually Involved
Inside an LLM development engagement - the eval suite, the RAG pipeline, the deploy gate - and what it should cost.
Guide · Custom AI Development
Custom AI Development: A Practical Guide for 2026
What custom AI development actually involves, what it costs, and how to tell a real build from a wrapped API.
Frequently asked
What counts as "custom" AI development versus a wrapper around an API?
Custom work leaves a trail you can inspect: an evaluation suite, a named model layer with a swap plan, real architecture, and code deployed inside your own cloud. A thin wrapper leaves a prompt and a vendor dependency you cannot see inside.
How long does a custom AI build take?
A single-track build — one model integration, one system it plugs into — typically fits a Builder Pod ($7,500/month) running one to three months. Scope that spans multiple systems or heavier evaluation work moves to a Growth Pod or an Enterprise engagement.
Do you build on our stack or migrate us onto a platform?
On your stack. Custom development builds the connector to whatever systems and data you already run, rather than requiring a migration onto a platform’s supported integrations.
Get in touch.
Thirty minutes to map your problem to a plan and a timeline. You will leave the call with scope, price, and a start date.