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AI Development Blog

Insights, guides, and best practices from the AI Makers team

Running Multiple AI Agents in Production: What Actually Breaks

I run nine AI agents in one live system on WhatsApp. Getting the topology right took an afternoon; keeping it alive is the job. A watcher that lost an instruction on restart, a watchdog that killed working agents at four minutes, silence that read as failure, an agent that approved its own work, and a credential read once at boot that could never be retried into success — all real, all mine.

August 23, 202613 min

AI Development

Graph Engineering: Why Your AI Build Ships Faster in 2026

Prompt a coding agent as a to-do list and it loses the thread, redoes finished work and drags every early mistake forward. Expressing the same job as a dependency graph — small nodes, parallel branches, verified joins — is the technique I use on real client builds, and the reason a fixed price is possible. Plus the persistent knowledge base that keeps every run from starting at zero — and why the links between its notes matter more than the notes.

August 22, 202614 min

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AI Development

Knowledge Graphs for Business AI: When You Need One (2026)

"Our AI can't answer that" is usually a data-shape problem, not a model problem. What changes when your business is stored as entities and relationships instead of flat lists, why coding agents turned a six-month enterprise project into a few weeks, and the afternoon test that tells you whether you need one at all.

August 22, 202611 min

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AI Development

Custom AI Model Development: Do You Really Need One in 2026?

Nine times out of ten, "we want our own AI model trained on our data" describes a retrieval problem, not a training one. The four tests that decide it, what owning a model really costs after launch, and the five questions to put to anyone proposing to train you one.

August 22, 202611 min

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Business Strategy

Custom AI Pricing Benchmarks 2026: Published Ranges Compared

Every 2026 price I could verify in one place — my own estimator bands and the multipliers behind them, next to four named public sources whose ranges disagree by more than 10x, with the reason they disagree.

August 18, 202612 min

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Business Strategy

Custom AI vs ChatGPT for Business 2026: When Each One Wins

ChatGPT Business is reported at $25 a seat a month and Microsoft publishes Copilot at $18. Where a subscription is genuinely all you need, where it quietly stops being enough, and the seat count at which the arithmetic flips.

August 18, 202611 min

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AI Assistants

Best AI Employee Platforms for Small Business 2026

Eight platforms compared for 10-500 person companies — Nora, Sintra AI, Lindy, Vellum, Copilot Studio, Agentforce, Relevance AI and Ema — with every published price, and a disclosure that one of them is mine.

August 18, 202612 min

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Business Strategy

Best AI Automation Agencies for SMBs 2026

Seven agencies for 10-500 person companies: what each actually builds, how they engage, published price ranges where they exist — and an honest disclosure that mine is on the list.

August 18, 202611 min

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AI Development

I Built an AI Video Generator: Inside VeoStudio (2026)

One script becomes a multi-scene film on Google Veo 3.1, with scenes written by Gemini 3.7 Flash. The build, the constraints nobody warns you about, and what shipping bring-your-own-key taught me about pricing an AI product.

August 18, 202610 min

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AI Assistants

Connecting an AI Assistant to Your Business Tools (2026)

Every vendor counts its connectors. None explain month one: logins that quietly expire, permissions scoped far too wide, an assistant that repeats work it already did, and the tools that cannot connect at all.

July 26, 202612 min

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AI Assistants

AI Assistant Cost for Small Business: 2026 Real Numbers

Three real prices, not one: rent a managed assistant from $75/month, commission a focused custom build at 4K-17K, or build a platform at 25K-128K. Plus what running one actually costs an SMB.

July 26, 202610 min

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Business Strategy

What an AI Employee Really Costs in 2026

Vendors quote $25-999 a month against a salary and call it a win. The four costs they leave off the page — setup hours, the internal owner, month-one corrections, error risk — and the one number worth measuring instead.

July 26, 202611 min

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