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What shipped, what broke, and what it really cost — from running production AI systems.
Latest articlesWhat shipped, what broke, and what it really cost — from running production AI systems.

AI Acceptable Use Policy: A One-Page Template for Small Business
Copy a one-page AI acceptable use policy covering approved accounts, customer data, human review and disclosure, then roll it out in one team meeting.Oct 19, 2026AI
Best AI for Data Analysis in 2026: ChatGPT, Claude, Julius AI, Gemini and Copilot (Compared)
Compare ChatGPT, Claude, Julius AI, Gemini and Copilot for CSVs, spreadsheets and reports, with maker-sourced file limits and data policies.Oct 19, 2026AI
Langflow: What It Is and When to Use It
What Langflow is, who owns it, how agents and RAG flows work, and when to choose it over Flowise or n8n. Includes current hosting options.
Oct 19, 2026Build
Brand24 Review
Brand24’s sources, AI features, alerts and reports, with practical workflows, specific limitations and a clear rule for choosing it.Oct 19, 2026Business
Microsoft 365 Copilot Pricing: Plans, Bundles and Agent Costs
Compare Microsoft 365 Copilot prices, Business bundles, annual commitments and agent charges, with seat-cost comparisons against ChatGPT and Claude.Oct 19, 2026AI
Multimodal AI: What It Means for Your Business
What multimodal AI accepts and returns, how current models differ, and what invoices, meetings, product videos and voice agents need.Oct 19, 2026AI
Adobe Firefly Review
Adobe Firefly reviewed for commercial work: Adobe and partner models, credits, usage rights, and workflows in Photoshop, Express and Premiere.Oct 19, 2026Design
Amazon Bedrock Pricing: Model Rates and a $1,270 App Budget
Amazon Bedrock model rates, direct API comparisons, caching and add-ons, with a $1,270 monthly budget for 100,000 support answers.Oct 19, 2026Build
ChatGPT for Business: What Your Team Gets Beyond Plus
What ChatGPT Business adds beyond Plus: shared work, Work, Codex, data privacy and admin controls, plus when your company needs Enterprise.Oct 19, 2026AI
Claude Fast Mode
Claude fast mode for Opus 5.5: exact setup, subscription billing, standard-versus-fast costs, and when paying for speed makes sense.Oct 19, 2026BuildThe lanes.Pick the one you came for.
232 pieces
AI
Models, agents and coding assistants, image, video and voice tools: reviewed, priced and compared.279 piecesBuild
Ship software with AI, whether or not you write code: coding agents, app builders, automation, MCP and the infra under it.122 piecesDesign
AI as a craft tool for designers, brand owners and creative directors: image, video, type, and the prompts behind the work.201 piecesBusiness
Voice and phone agents, customer service, sales and marketing, operations and AI search visibility, for the people who run a business.8 piecesPlaybooks
AI for your niche: the workflows that actually move, tool by tool, priced52 piecesExplained
What shipped, explained: every real release, decoded for the people who use it0 piecesLab
The agent journey, entry by entry: what shipped, what broke, what was decided, in the ventures I run36–59 / 894

DeepSeek V4 Explained: V4.1 Flash or Pro for Your Product?
DeepSeek V4 explained: current Flash and Pro models, vision, thinking modes, open weights, API names and what changes for your product.Oct 18, 2026AI
Cursor vs VSCode 2026: Should You Switch Editors?
Cursor or VS Code? Compare agents, Tab, extensions, privacy and current plans, then decide whether the editor switch earns its disruption.Oct 18, 2026Build
n8n Review
n8n suits technical operators who need custom logic and deployment control. See where Cloud, self-hosting, AI agents and team governance hit limits.Oct 18, 2026Build
HeyGen Review
HeyGen for business video: avatar workflows, translation limits, team controls, API automation, and when Synthesia or Loom fits better.Oct 18, 2026Design
Railway vs Render in 2026
Choose Railway or Render for your app, API, worker, and Postgres. Compare live platform limits and one matched workload, verified in 2026.Oct 18, 2026Build
DeepSeek vs Claude
DeepSeek vs Claude for coding, agents and high-volume API work: current models, context windows, workload tradeoffs and where your data goes.Oct 18, 2026AI
Copilot vs Gemini: Microsoft 365 or Google Workspace?
Choose Copilot or Gemini by the suite your business uses. Compare Office and Workspace features, agents, data promises and the reasons to switch.Oct 18, 2026AI
HubSpot vs Salesforce in 2026
HubSpot vs Salesforce for small and mid-size teams: compare setup, reporting, integrations, Breeze and Agentforce, plus 5-, 20- and 50-user totals.Oct 17, 2026Business
Perplexity vs Claude
Perplexity vs Claude for sourced research, writing, analysis and team work. Compare documented features and choose one paid assistant.Oct 17, 2026AI
Murf AI Review
Murf AI review for business voiceovers: narration, pronunciation, video sync, team limits, commercial rights and where ElevenLabs fits better.Oct 17, 2026AI
Metricool Review
Metricool review for small businesses and agencies: scheduling, reporting, AI, network coverage, approval workflows and practical limits.Oct 17, 2026Business
AI Red Teaming: What to Test Before You Launch
Learn what AI red teaming tests, run a first round before launch, and ask vendors for evidence of fixes and retests.Oct 17, 2026AI
Pydantic AI: Typed Python Agents for Production
What Pydantic AI gives Python builders: typed tools, validated outputs, provider choice and clear rules for choosing an agent framework.Oct 17, 2026Build
AI Guardrails: Checks, Tools, and a Minimal Starting Set
AI guardrails explained through one customer request, with a documented tool comparison, permission boundaries, and a small-team starting set.Oct 17, 2026Build
LLM Hallucination: Causes, Examples, and How to Reduce It
Why LLMs invent facts, numbers, citations, and tool arguments, plus the grounding, checks, and evals that catch errors before customers see them.Oct 17, 2026Build
System Prompt: What It Is, Examples and a Template
Learn what a system prompt does, how Anthropic, OpenAI and Gemini name it, and what belongs in it. Includes examples and a copyable template.Oct 17, 2026Build
Function Calling Explained: How LLMs Use Your Tools
Learn function calling with a complete tool schema, call and result. Compare OpenAI, Anthropic and Gemini, and know when structured outputs are enough.Oct 17, 2026Build
MCP vs API: When to Ship One or Both
MCP vs API: compare discovery, auth, versioning and deployment, follow the same action through both, and decide what your product should ship.Oct 17, 2026Build
Hermes Agent Review
Should you install Hermes Agent for business work? A practical review of memory, skills, models, setup and the limits that matter.Oct 17, 2026Build
Webflow vs Framer
Choose Webflow or Framer for your business site using current CMS limits, SEO controls, AI, handoff, localization and export rules.Oct 17, 2026Design
Ollama vs llama.cpp
Choose Ollama for easier model operations or llama.cpp for direct serving control. Compare GGUF, APIs, concurrency and GPU support.Oct 16, 2026Build
Devin Desktop
Devin Desktop reviewed: Agent Command Center, Spaces, Devin Local, Windsurf migration, current plans, and when to choose Cursor or Claude Code.Oct 16, 2026Build
Open Weight Models: Licenses, Hosting and Business Control
What open-weight models let a business control, how model licenses differ, and when to choose an API, your GPUs or a local device.Oct 16, 2026AI
Muse Spark Open: API, Local Deployment and License
Muse Spark Open explained: hosting options, hardware requirements, Meta's desktop claim and the license terms that matter for deployment.Oct 16, 2026AIPrefer this site in Google
Mark omidsaffari.com as preferred and Google lifts it in Top Stories, AI Overviews and AI Mode for you.
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