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Pragmatic AI for your business

Honest analysis of AI applied to real operations. No hype, just judgment: what you control, what you can prove, and what to build that your competitors can't.

Your AI bill comes from places you aren't looking
Business Strategy
· 9 min read

Your AI bill comes from places you aren't looking

Three token-bill incidents in 14 days. The pattern isn't runaway usage. It's surface area: dormant credentials, silent vendor changes, context noise.

AI cost discipline Gemini API Truffle Security
Tokens per shipped feature: the new KPI for AI budgets
Business Strategy
· 9 min read

Tokens per shipped feature: the new KPI for AI budgets

Peter Steinberger spent $1.3M on tokens in 30 days. Riaz Khan replied on LinkedIn with the KPI that actually measures enterprise AI: tokens-per-shipped-feature.

tokens AI KPI enterprise AI budget
Levie Is FDE-Pilled. Tanmai Gopal Named the Part That Costs.
AI in Marketing
· 9 min read

Levie Is FDE-Pilled. Tanmai Gopal Named the Part That Costs.

Aaron Levie defended forward deployed engineering on May 15. Tanmai Gopal answered with the problem that breaks the cheap version: capturing shared context costs money every single day.

Forward Deployed Engineer Aaron Levie AI Maestro
The decade's most expensive rebrand: Big Five to FDE
AI in Marketing
· 8 min read

The decade's most expensive rebrand: Big Five to FDE

Google joined the FDE race. Maurizio calls it the rebrand of the 2020s. It's the third label for the same job since 1990. This time the difference is Satya.

Forward Deployed Engineer AI consulting AI Maestro
Your CRM Is Infrastructure Now. The Value Is Above It.
AI in Marketing
· 8 min read

Your CRM Is Infrastructure Now. The Value Is Above It.

a16z just argued that GTM software's next-decade value lives in the reasoning layer above the database, not in the CRM itself. The Forward Deployed Engineer hiring spree is the proof.

system of intelligence CRM a16z
AI doesn't cheapen your product, it changes your margin
Business Strategy
· 8 min read

AI doesn't cheapen your product, it changes your margin

OpenAI launched Deployment Co. Anthropic hit $45B ARR. Stripe embeds 1 AI engineer per 20 employees. Prices aren't falling. The delivery stack changed.

AI Maestro Technology Partner OpenAI Deployment Company
The harness is the moat: the model is now commodity
AI & Automation
· 8 min read

The harness is the moat: the model is now commodity

Cursor, Devin, and Replit run the same three frontier models. Swap the model and the products keep working. Swap the harness and they break.

harness context engineering Aakash Gupta
The team whose reasoning is searchable
AI & Automation
· 12 min read

The team whose reasoning is searchable

Aakash Gupta named the system this week that we already run inside IQ Source: three layers that make a team's past reasoning queryable in 15 seconds.

Team OS team memory Aakash Gupta

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