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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.

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, 2026Build
Evernote Alternatives 2026: Joplin, UpNote, Notion, Obsidian, OneNote, Zoho Notebook and Fabric (Compared)
Compare seven Evernote alternatives by import method, web clipping, PDFs and workflow. Find the right home for your existing notes.Nov 8, 2026Business
Cheap SEO Tools in 2026: Ubersuggest, KeySearch, Ahrefs, Mangools, SE Ranking and DataForSEO
Compare six cheap SEO tools by 12-month cost, tracked keywords, audit limits and users. Find the entry plan that fits your workload.Nov 8, 2026Business
Perplexity vs Grok
Perplexity for sourced work research, Grok for live X discussion. Compare reasoning, free access, current subscriptions and team controls.Nov 8, 2026AI
Best Antivirus for Small Business in 2026: Bitdefender, Microsoft Defender, ESET, Sophos, CrowdStrike and Malwarebytes
Compare Bitdefender, Microsoft Defender, ESET, Sophos, CrowdStrike and Malwarebytes by device coverage, setup and who handles security alerts.Nov 8, 2026Build
Flippa Review
Who should buy or sell a business on Flippa? Compare verification, due diligence, escrow and broker support before choosing your route.Nov 8, 2026Business
Time Clock App in 2026: Homebase, Buddy Punch, Connecteam, QuickBooks Time, Clockify & Jibble (Compared)
Compare six time clock apps by kiosk, mobile crews, GPS checks and payroll handoff, with clear plan limits and picks for hourly teams.Nov 8, 2026Business
Background Check Companies in 2026: Checkr, GoodHire, Sterling, HireRight, First Advantage and Certn
Compare Checkr, GoodHire, Sterling, HireRight, First Advantage and Certn by checks, turnaround and integrations for your hiring needs.Nov 8, 2026BusinessThe lanes.Pick the one you came for.
322 pieces
AI
Models, agents and coding assistants, image, video and voice tools: reviewed, priced and compared.351 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.249 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 run300–323 / 1112

LLMs TXT Explained: Who Reads llms.txt and Is It Worth It?
What llms.txt does, what OpenAI, Anthropic, Google and Perplexity document, plus a small-business template and server-log checks.Oct 14, 2026Business
LangSmith vs Langfuse
Compare LangSmith and Langfuse for tracing, evaluations, datasets, prompts and self-hosting. Choose by framework fit and operational ownership.Oct 14, 2026Build
Descript vs Riverside: Record, Edit, or Use Both?
Choose Descript or Riverside for a company podcast or video series. Compare remote guests, AI editing, captions, team workflows and using both.Oct 14, 2026Design
OpenAI AgentKit: Shutdown Dates and Migration Guide
What survives AgentKit, what shuts down, and how to migrate Agent Builder, ChatKit backends, evals, and prompt objects before the 2026 deadlines.Oct 14, 2026Build
Is Gemini Free? What the $0 Plan Includes
Yes. See Gemini's free features, Auto model selection, context limits, paid upgrades and separate API free tier, verified against Google.Oct 14, 2026AI
Gemini 4 Argon vs Opus 5.5
Compare Gemini 4 Argon and Opus 5.5 on coding, research, access and limits, with the same jobs priced at Argon’s intro and December rates.Oct 14, 2026AI
How to Use NotebookLM
Turn your documents into cited answers and business briefs with NotebookLM. Current plans, source limits, Studio outputs and five practical workflows.Oct 14, 2026AI
Base44 Alternatives 2026: Lovable, Bolt, Replit, v0, Emergent, Blink and Whacka
Compare Lovable, Bolt, Replit, v0, Emergent, Blink and Whacka on current pricing, code export, databases, hosting and mobile apps.Oct 14, 2026Build
What Is Agentic AI? A Business Owner's Guide
Agentic AI explained with five product examples, chatbot and workflow differences, business uses, costs, and questions to ask vendors.Oct 14, 2026AI
vLLM vs SGLang
Compare vLLM and SGLang for agents and RAG: current releases, hardware, caching, JSON, LoRA, deployment and GPU cost calculations.Oct 14, 2026Build
Framer AI?
Framer AI reviewed from current docs: editable site generation, agents, CMS, forms, translation, exact pricing and who should choose Webflow or Lovable.Oct 14, 2026Design
Enterprise AI Agents 2026: Gemini Enterprise, Copilot Studio, ChatGPT Work, Claude Enterprise, Agentforce and Airia (Compared)
Compare six enterprise AI agent platforms by stack, connectors, building tools, permissions, audit logs, approvals, retention and verified pricing.Oct 14, 2026AI
Agentic Commerce: What Store Owners Should Do Now
What agentic commerce means for your store: OpenAI ACP, Google AP2 and UCP, Shopify eligibility, payment requirements and a five-step checklist.Oct 13, 2026Business
LlamaIndex vs LangChain
Choose LlamaIndex or LangChain for RAG and agents: current versions, MIT licences, short Python examples, paid-service costs and when to combine both.Oct 13, 2026Build
Grok vs Claude
Grok vs Claude for founders: current models, plans, API costs, coding agents, live research, context windows and business data policies.Oct 13, 2026AI
AI Phone System 2026: Weave, CloudTalk, KrispCall, Calilio, RingCentral, Nextiva & Dialpad (Compared)
Compare Weave, CloudTalk, KrispCall, Calilio, RingCentral, Nextiva and Dialpad: verified AI features, plan prices, countries and CRM limits.Oct 13, 2026Business
Ideogram AI
Is Ideogram AI worth keeping for text in images? Compare 4.5 editing, current plans, direct API costs, commercial terms and practical limits.Oct 13, 2026Design
What Is MCP? Model Context Protocol Explained
What MCP is, who maintains it, how hosts and servers work, and whether you need it. Includes MCP vs APIs, app support and security checks.Oct 13, 2026Build
Claude Cowork: Cloud Tasks, Files, and Business Workflows
What Claude Cowork does, which plans include it, and how cloud tasks change recurring reports, files, and business operations.Oct 13, 2026AI
Goose AI Agent
Goose reviewed: desktop and CLI setup, model providers, MCP extensions, recipes, AAIF governance, costs, and the choice against Claude Code and Codex.Oct 13, 2026Build
AI Agent Orchestration: Patterns, Approvals and Cost Controls
Choose lead agents, handoffs, graphs and durable workflows for intake, research and drafting, with human approvals, retry rules, logs and cost caps.Oct 13, 2026Build
Promptfoo Review
Promptfoo reviewed: open-source evals, red teaming, current pricing, OpenAI acquisition facts, a support-bot example, and alternatives.Oct 13, 2026Build
AI Design Tools 2026: Figma Make, Canva AI, Claude Design and More
Eight AI design tools compared by job, with verified prices and costs for one person or five: UI, landing pages, marketing assets and images.Oct 13, 2026Design
Claude Code Slash Commands
The Claude Code commands worth knowing, how skills and plugins fit, and five paste-ready team commands for reviews, fixes, migrations and changelogs.Oct 13, 2026BuildPrefer 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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