Build logs, guides, and field notes
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.

Best Proxy Service in 2026: Bright Data, Oxylabs, Decodo, Webshare, ThorData, IPRoyal and NetNut Compared
Compare Bright Data, Oxylabs, Decodo, Webshare, ThorData, IPRoyal and NetNut by scraping job, entry offer, trial terms and access rules.Nov 10, 2026Build
Abacus AI Review
Can ChatLLM and DeepAgent replace separate AI subscriptions? Compare workflows, usage limits, model routing and team controls before switching.Nov 10, 2026AI
Zoom Alternatives in 2026: Google Meet, Microsoft Teams, Webex, GoTo Meeting, Whereby, Jitsi Meet and Livestorm
Compare Google Meet, Microsoft Teams, Webex, GoTo Meeting, Whereby, Jitsi Meet and Livestorm by meeting limits, AI notes and fit.
Nov 9, 2026Business
Profound AI
Profound AI reviewed for marketing leads: enterprise fit, visibility tracking, agents, trial limits, alternatives, and what to ask before signing.Nov 9, 2026Business
Dropbox Alternatives 2026: Tresorit, OneDrive, Google Drive, Sync.com, Box, pCloud and Egnyte
Compare Dropbox alternatives for business: Tresorit, OneDrive, Google Drive, Sync.com, Box, pCloud and Egnyte, with sharing controls and clear limits.Nov 9, 2026Business
CodeRabbit Pricing: Seat Costs, Limits and Add-Ons
CodeRabbit seat costs for 5, 20, and 50 developers, with monthly and annual totals, Free and OSS terms, review limits, and usage add-ons.Nov 9, 2026Build
ClickUp vs monday.com: Which Fits Your Team?
Compare ClickUp and monday.com by team workflow, automation limits, AI features and the effort of switching. Choose the tool your team will maintain.Nov 9, 2026Business
WebCatalog Review
WebCatalog reviewed for client work: separate accounts, Desktop vs New Tab and Singlebox, Linux support, and when browser profiles are enough.Nov 9, 2026Business
Mercor Competitors in 2026: Scale AI, Surge AI, Turing, micro1, Handshake AI and Toptal
Compare six Mercor competitors for expert data, model evaluations and contract talent. Choose managed delivery or specialists you direct.Nov 9, 2026AI
NVIDIA OpenShell
Run agents inside NVIDIA OpenShell: current OS support, first-agent setup, file and network policies, and the limits to check before production.Nov 8, 2026BuildThe lanes.Pick the one you came for.
323 pieces
AI
Models, agents and coding assistants, image, video and voice tools: reviewed, priced and compared.354 piecesBuild
Ship software with AI, whether or not you write code: coding agents, app builders, automation, MCP and the infra under it.129 piecesDesign
AI as a craft tool for designers, brand owners and creative directors: image, video, type, and the prompts behind the work.252 piecesBusiness
Voice and phone agents, customer service, sales and marketing, operations and AI search visibility, for the people who run a business.9 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 run204–227 / 1119

Zed vs Cursor 2026: Editing Feel, Agents and Teamwork
Zed vs Cursor for developers: compare editing feel, agents, model choice, collaboration and the limits of switching or using both.Oct 21, 2026Build
DeepSeek vs Qwen
Choose DeepSeek or Qwen for coding, vision, long context and self-hosting. Current models compared by job, with verified licenses and hosting scopes.Oct 21, 2026AI
LLM Inference Explained: Prefill, Decode and Serving Choices
Understand LLM inference, from prefill and decode to caching and batching, then choose between a model API, an inference provider and your own GPUs.Oct 21, 2026Build
Semantic Search: How It Works and When to Use It
Learn how semantic search uses embeddings, when keywords still win, and how hybrid retrieval and reranking fit a production search system.Oct 21, 2026Build
Factory AI
Factory Droids for engineering teams: verified capabilities, workflow examples, limitations, and when to choose it beside Claude Code, Codex or Cursor.Oct 21, 2026Build
Claude Artifacts
Make, edit, share, and find Claude artifacts, with current plan rules, the Cowork migration, and three practical business prompts.Oct 21, 2026AI
Speech to Text API 2026: Mistral, Deepgram, AssemblyAI, OpenAI, Google, ElevenLabs and Speechmatics Compared
Compare Mistral Voxtral 3, Deepgram, AssemblyAI, OpenAI, Google, ElevenLabs and Speechmatics for files, live agents, languages and speaker labels.Oct 21, 2026Build
Perplexity Computer: Cloud, Local Mac and Windows Explained
Understand Perplexity Computer across cloud, local Mac and AMD Windows: where work runs, what leaves your device, and when to use it.Oct 21, 2026AI
Cerebras Pricing: API Costs and the Production Catch
Cerebras API rates, model speeds, the $5 trial and a $53.75 agent budget. See why Developer access differs from production, plus Groq comparisons.Oct 20, 2026Build
How to Get OpenAI API Key
Create an OpenAI project key, add billing, set a hard spend limit, store it safely, and test one request. Includes errors and leaked-key recovery.Oct 20, 2026Build
Shadow AI: What It Is and How Small Teams Take Control
Find unapproved AI use in apps, extensions, personal accounts and existing software. A small-team response plan and verified business-data terms.Oct 20, 2026AI
Deepgram Pricing: What Voice Agents and Transcripts Cost
Deepgram plans, speech API rates, concurrency limits and worked monthly costs for support voice agents and meeting transcripts.Oct 20, 2026Build
LLM Quantization: GGUF, AWQ, GPTQ and FP8 Explained
Understand the memory, speed and quality tradeoffs of LLM quantization, with a worked estimate and format choices for local runtimes and APIs.Oct 20, 2026Build
What Is a Vector Database? How It Works and When You Need One
Understand embeddings, similarity search, indexes and filters, then decide when pgvector is enough and when Pinecone or Qdrant fits.Oct 20, 2026Build
Vertex AI Pricing: Gemini Rates and Two Monthly Budgets
Current Gemini token rates on Google Cloud, batch and caching costs, Developer API differences, and two worked monthly budgets.Oct 20, 2026Build
How to Use Claude Skills
Enable Claude Skills, upload a custom SKILL.md, share it with your team and reuse it in Claude Code, with a worked proposal checklist.Oct 20, 2026AI
Is DeepSeek Safe? A Workplace Guide to Data, Hosting and the US Ban
Decide whether staff may use DeepSeek: hosted app and API privacy, independent hosting, the US federal restriction, and rules by data type.Oct 20, 2026AI
Claude Enterprise: What IT Gets Beyond Team
What Claude Enterprise adds to Team: identity, audit, retention, usage and connector controls, plus when to upgrade and what to ask sales.Oct 20, 2026AI
AI Governance: A One-Page Framework for Small Companies
A one-page AI governance framework for small companies, with owners, customer-review evidence, NIST, ISO 42001 and current EU AI Act dates.Oct 20, 2026AI
Opus Clip Alternatives 2026: Descript, Riverside, Vizard, Submagic and Klap (Compared)
Compare Descript, Riverside, Vizard, Submagic and Klap for weekly webinar clips, with verified source limits, captions, branding and team access.Oct 20, 2026Business
NotebookLM vs ChatGPT
Compare NotebookLM and ChatGPT Projects for client research, onboarding, meeting prep and reports, with verified limits and sharing rules.Oct 20, 2026AI
Cheapest LLM API 2026: OpenAI, Anthropic, Google, DeepSeek, Mistral, xAI and Groq Compared
Compare OpenAI, Anthropic, Google, DeepSeek, Mistral, xAI and Groq API prices, with caching, Batch and costs for three common jobs.Oct 20, 2026Build
Gamma AI Review
Gamma reviewed for weekly decks, documents and sites: brand control, fine editing, PowerPoint and Google Slides exports, and AI credits.Oct 19, 2026Design
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, 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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