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 run1044–1067 / 1119

Claude Code vs Cursor (2026): Terminal Agent or AI IDE, and Which to Use
Claude Code vs Cursor in 2026: both run the same models, so code quality is a wash. The real split is terminal autonomy vs IDE control, plus the cost math.May 31, 2026AI
8 Best AI App Builders in 2026 (Real Pricing)
Base44, Blink, Lovable, Bolt, Replit, Emergent, Floot and Whacka ranked by real pricing from their live pages, honest cons, and who each one is for.May 31, 2026Build
Lovable vs Bolt (2026): the real cost of shipping an app with each
Lovable bills per message, Bolt per token, and that one difference decides which fits your build and budget. The honest verdict, real pricing, and cost math.May 30, 2026Build
Gemini vs ChatGPT (2026): Which One to Pay For
The model race is basically a tie. After Google's May 2026 pricing reset, the deciding factor is what you do and where your data lives.May 30, 2026AI
9 Best AI Agent Platforms in 2026 (Real Pricing, and the Ones to Avoid)
The 9 best AI agent platforms in 2026, priced from their live pages: n8n, Lindy, Gumloop, Relay and more, with honest cons and the ones to avoid.May 30, 2026AI
Claude vs ChatGPT (2026): Which One to Pay For
Claude Opus 4.8 vs GPT-5.5, head to head: coding, writing, pricing, images. The clear verdict on which AI to actually pay for in 2026.May 30, 2026AI
Higgsfield AI review (2026): the part the marketing pages skip
An independent Higgsfield AI review: what it really is, where it breaks for client work, exact pricing, and who should pay for it.May 30, 2026Design
9 Best AI Receptionists in 2026 (and the Per-Minute Tax)
I priced 9 AI receptionists for 2026 on the per-minute tax that turns a $0.08 demo into $0.45 live, and the billing model that holds at scale.May 30, 2026Business
10 Best AI Marketing Attribution Tools 2026 (Tier Tax)
I priced 10 AI marketing attribution tools (Triple Whale, Northbeam, Polar, more) in 2026, with the revenue-tier tax that triples your bill at scale.May 27, 2026Business
10 Best AI Proposal Software 2026 (and the Per-Seat Tax)
I priced 10 AI proposal tools at four seats. PandaDoc Business runs $2,352/yr; Better Proposals runs $624 for the same job. The real math.May 25, 2026Business
Best AI Conversation Intelligence Tools 2026 (Priced)
I priced 10 AI conversation intelligence tools for 2026 against the transcription + LLM cost underneath. Only three earn the seat margin.May 24, 2026Business
9 Best AI CRM Tools in 2026 (and the Agent Tax)
I priced 9 AI CRMs through May 2026 on what the agent layer actually costs once it runs. The seat sticker is the small number now.May 21, 2026Business
9 Best AI Customer Service Tools in 2026 (and the Resolution Tax)
I priced 9 AI customer service tools on cost per resolution for 2026, plus the per-resolution tax hidden in every vendor's billing unit.May 21, 2026Business
10 Best AI Cold Email Tools in 2026 (and the Inbox Tax)
I priced 10 AI cold email tools on what a real outbound setup costs after the inbox tax, plus the cost per positive reply at honest 2026 reply rates.May 21, 2026Business
9 Best AI Copywriting Tools in 2026 (and Why ChatGPT Beat 6 of Them)
I tested 9 AI copywriting tools in 2026 and priced every plan after the repricing. A $20 ChatGPT seat beats 6 of them; 3 still earn the cost.May 21, 2026Business
10 Best AI Social Media Management Tools in 2026 (and the AI Tax)
I priced 10 AI social media management tools on what a real team pays after the AI-tier upcharge, and named the ones the upgrade math says to skip.May 21, 2026Business
Best AI Call Tracking Tools 2026 (Tested, Priced)
CallRail just bundled Conversation Intelligence into every plan free. I priced 9 AI call tracking tools against the new math, and 4 are now overpriced.May 20, 2026Business
9 Best AI Heatmap Tools in 2026 (and Why Clarity Wins Free)
Microsoft Clarity is free and AI-first. Hotjar is now Contentsquare. I priced 9 AI heatmap and session-recording tools, and 3 are now obsolete.May 20, 2026Business
9 Best AI Heatmap Tools in 2026 (and Why Clarity Wins Free)
Microsoft Clarity is free and AI-first. Hotjar is now Contentsquare. I priced 9 AI heatmap and session-recording tools, and 3 are now obsolete.May 20, 2026Business
6 Best AI Landing Page Builders in 2026 (and the Optimization Tax)
The six AI landing page builders worth running in 2026, priced behind the trial walls, plus the AI-optimization tier most teams pay for too early.May 19, 2026Business
9 Best AI Meeting Note Takers in 2026 (and the Per-Seat Trap)
I priced 9 AI meeting note takers on what a 10-seat team actually pays past the free-tier cliff, plus the consent-law trap that makes the bot a liability.May 19, 2026Business
8 Best AI UGC Ad Tools in 2026 (Priced & Ranked)
I costed all 8 major AI UGC ad tools for 2026: real per-video price, the CPA data, and why the SERP's top-ranked picks are paid placements.May 19, 2026Business
Frase Review 2026: GEO Score, 80-Skill Agent, Real Cost Math
Whether Frase's new 80-skill agent and GEO score earn back the $15–$115/mo seat in AI-search citations, tested, with the cases where it does not.May 19, 2026Business
Ads in Google AI Mode: the Budget-Reallocation Math (2026)
Google's AI Mode ads run on your existing Shopping/PMax budget while 93% of sessions end click-free. The reallocation math and the trigger to act.May 19, 2026BusinessPrefer this site in Google
Mark omidsaffari.com as preferred and Google lifts it in Top Stories, AI Overviews and AI Mode for you.
Newsletter
One letter, every Sunday.Working systems, not hot takes.
Weekly. No spam. Unsubscribe anytime.
