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 run468–491 / 1119

Wispr Flow Pricing (2026): Free Caps and Team Costs
Wispr Flow costs for 1, 5 and 20 people, monthly vs annual billing, free word limits, education discounts and cheaper dictation alternatives.Oct 1, 2026AI
Best No Code AI Agent Builder in 2026: MindStudio, Gumloop and n8n (8 Compared)
Compare eight no-code AI agent builders by job, entry price, billing unit, integrations and the point where API setup or code becomes necessary.Oct 1, 2026Build
What Is Listen Labs? Pricing and the Salesforce Deal
Listen Labs explained: AI interviews, quote-only pricing, reported costs and what Salesforce's pending acquisition means for your next research contract.Oct 1, 2026Business
How to Use Muse for Small Business
Set up Meta’s Muse for Small Business, connect Shopify and social accounts, and run a weekly review with approval rules and published pricing.Oct 1, 2026AI
Gemini 4 Argon Explained: Access, Cost and When to Switch
Gemini 4 Argon has restricted access and an undated price step. Compare official rates, published benchmarks and when to evaluate it.Oct 1, 2026AI
Best Newsletter Platforms for Creators in 2026: beehiiv vs Kit vs Substack vs Ghost vs MailerLite (Compared)
Compare beehiiv, Kit, Substack, Ghost and MailerLite at 1,000, 10,000 and 50,000 subscribers, plus fees and migration costs.Oct 1, 2026Business
Wispr Flow Review (Verified October 2026)
Wispr Flow's current prices, work-week evidence, speed claims, coding prompts and privacy limits. A clear rule for Free, Pro or Superwhisper.Oct 1, 2026AI
Lovable Pricing (2026): What a Month of Credits Costs
Lovable costs $25/month for Pro or $50 for Business. See annual fees, credit top-ups, expiry, Cloud, app AI and a worked internal-tool budget.Oct 1, 2026Build
Best AI CRM for Startups in 2026: Attio, Close, folk, Pipedrive, HubSpot, Keap and Dex (Compared)
Compare Attio, Close, folk, Pipedrive, HubSpot, Keap and Dex for 1-10 people, with verified seat prices, free limits and AI workflow tradeoffs.Sep 30, 2026Business
How to Set Up Codex Security After DevDay
Set up Codex Security Cloud, PR review, and the CLI. Current team costs, real Gogs findings, SARIF in CI, and the checks you still need.Sep 30, 2026Build
Claude Tag: What It Is, Pricing, and Safe Slack Setup
Claude Tag puts a shared Claude in Slack. See eligibility, usage billing, ambient replies, spend caps, and a safe first-week setup.Sep 30, 2026AI
How to Use GPT-6.1 Sol for Agents and Codex
Set up GPT-6.1 Sol in the Responses API and Codex, choose reasoning effort, price a real task, and know when Sol or Astra still fits.Sep 30, 2026AI
LearnWorlds Pricing (2026): When Pro Costs Less
Calculate LearnWorlds pricing for AI-built business training, including credits, learners, enrollment fees, and the point where an upgrade pays.Sep 30, 2026Build
ChatGPT Space vs Notion
Compare ChatGPT Space and Notion for shared documents, project databases, agents, permissions, pricing, and the launch limits that affect a switch.Sep 30, 2026Build
How to Use Kitesurf WebMCP
Connect an agent to Kitesurf, discover WebMCP tools, and run a checked task. See the setup and the limits that need a fallback.Sep 30, 2026Build
Amplemarket Pricing
Price Amplemarket's AI sales workflow by annual commitment, seats and credit pools, with current plan limits and a clear rule for when to skip it.Sep 30, 2026Business
GPT-6.1 Sol vs GPT-6 Sol
Compare GPT-6.1 Sol with GPT-6 Sol on cache costs, coding evidence, and the reasoning and tool-call changes that affect an upgrade.Sep 30, 2026AI
Is OpenAI Dots Free
Dots has a one-month usage offer for eligible paid users. Check plan access, regional limits and which future costs remain unknown.Sep 29, 2026Build
Is Kitesurf Free
Kitesurf is free in beta, with account limits. See what your agent can run, which limits matter, and what can still cost money.Sep 29, 2026Build
Databox Alternatives
Compare Databox alternatives for AI analysis and business reporting, with current feature limits, shared tests, and the full cost of switching.Sep 29, 2026Build
Is Claude API Build Eval Free
See what Claude API build-eval charges for, how cases and repeats multiply usage, and how to price a pilot before a full run.Sep 29, 2026Build
How to Use Shopify WebMCP Checkout
Use Shopify WebMCP checkout tools to read and update a checkout, handle payment handoffs, and submit only after the buyer confirms.Sep 29, 2026Build
How to Use Cloudflare cf CLI
Install Cloudflare's cf CLI, authenticate, find commands, and test a Worker workflow with JSON output and the right Wrangler fallback.Sep 29, 2026Build
Krisp Review
Krisp reviewed for business calls: noise cancellation, routing, pricing, and the checks that show when your meeting app is enough.Sep 29, 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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