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 run36–59 / 1119

ChatGPT Enterprise: What It Adds Beyond Business
What ChatGPT Enterprise adds beyond Business: identity, data controls, apps, analytics and usage rules, plus a practical rollout checklist.Nov 6, 2026AI
ChatGPT Go vs Plus
Choose ChatGPT Go for daily chat or Plus for deeper research and coding. Compare models, limits, Work access and December’s Plus allowance change.Nov 6, 2026AI
Activepieces
Activepieces reviewed for operators leaving Zapier or Make: editions, pieces, Agents, MCP, self-hosting and a documented Sheets-to-Slack workflow.Nov 6, 2026Build
Free Ticketing System 2026: Zoho Desk, Jira, Spiceworks, HubSpot, osTicket and Zammad (Compared)
Compare six free ticketing systems by agent limits, channels, automation and AI. See which fit small teams and exactly when paying makes sense.Nov 6, 2026Business
Technical Writing Software in 2026: Mintlify, GitBook, Paligo, MadCap Flare, Document360 and Archbee
Compare Mintlify, GitBook, Paligo, MadCap Flare, Document360 and Archbee for product docs: AI, versions, localization, API support and workflow fit.Nov 6, 2026Build
Replicate AI
Replicate AI reviewed for builders: how the API works, custom model deployment, Cloudflare ownership, and the limits that affect production.Nov 5, 2026Build
GitHub Alternatives 2026: GitLab, Bitbucket, Gitea, Codeberg, Azure DevOps, SourceHut and AWS CodeCommit
Compare managed and self-hosted GitHub alternatives, with verified AI policies, CI/CD, migration paths and the tradeoffs that decide a move.Nov 5, 2026Build
Assembly AI
AssemblyAI reviewed for developers: choose recorded or live models, understand speaker labels, and turn transcripts into useful meeting notes.Nov 5, 2026Build
ServiceNow Competitors 2026: Jira Service Management, Freshservice, ManageEngine, BMC Helix, Ivanti and Zendesk
Compare ServiceNow competitors by ITIL coverage, AI features, deployment and implementation: Jira, Freshservice, ManageEngine, BMC, Ivanti and Zendesk.Nov 5, 2026Business
Atlassian Rovo: Search, Chat, Agents and Studio
What Rovo does in Jira and Confluence: Search, Chat, Agents, Studio, connectors, a first-week agent plan, data controls and honest limits.Nov 5, 2026AI
GitHub Pricing: Plans, Add-Ons and Team Costs
GitHub Free, Team and Enterprise prices, Actions, Codespaces and security charges, plus worked monthly bills for 5-person and 25-person teams.Nov 5, 2026Build
Knowledge Management Tools in 2026: Confluence, Notion, Guru, Glean, Slite, Document360 and Trainual
Compare Confluence, Notion, Guru, Glean, Slite, Document360 and Trainual by AI answers, migration work and the job your team needs done.Nov 5, 2026Business
AnythingLLM: Private Document Chat for Your Team
Understand AnythingLLM Desktop, Docker and Cloud, where document data goes, and how to set up private document chat for a five-person team.Nov 5, 2026AI
Landbot Review
Landbot review for small businesses: web and WhatsApp lead capture, AI agents, current plans, human handoff, and when Tidio or Chatbase fits better.Nov 5, 2026Business
Kimi vs DeepSeek
Kimi vs DeepSeek for builders: compare current models, long agent tasks, tools, open weights, licensing and hosting.Nov 5, 2026AI
Notion Agent
Use Notion Agent for workspace tasks, set up a Friday Custom Agent, and understand the AI credit rules for existing Business workspaces.Nov 4, 2026AI
Prezi Review
Prezi AI, the zooming canvas, collaboration, video and exports reviewed for business. When to choose it over PowerPoint, Gamma or Beautiful.ai.Nov 4, 2026Design
Modal Pricing: GPU Rates and Three Monthly Bills
Modal GPU, CPU and memory rates, monthly credits, three worked bills, and the paid-time threshold where a dedicated GPU costs less.Nov 4, 2026Build
Calilio Review
Calilio's browser calling, international numbers, routing and beta AI Voice Agent reviewed for small sales and support teams, with verified limits.Nov 4, 2026Business
Databox Review
Databox review for agencies and in-house teams: dashboards, reports, AI summaries, Genie, current plans and the work still left to you.Nov 4, 2026Business
Perplexity Pro vs Max: Which Fits Your Work?
Compare Perplexity Pro vs Max for research, Computer, files and apps. See when to upgrade and when your team needs Enterprise instead.Nov 4, 2026AI
Google AI Studio Free Plan Pricing: Pro, Ultra and API Billing
What Google AI Studio Free, Pro and Ultra include, which limits reset, and when Gemini API requests start costing money.Nov 4, 2026Build
Kick Bookkeeping
Kick bookkeeping reviewed: integrations, October updates, pricing and the work you still own. Compare QuickBooks, Pilot and Digits.Nov 3, 2026Business
Gong AI: Is It Worth It for Your Sales Team?
What Gong AI does across calls, pipeline reviews, coaching, forecasts, and CRM updates, plus when a notetaker is enough.Nov 3, 2026BusinessPrefer 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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