Which AI tools and models are worth paying for, and which are not.
Reviews, verified pricing and head-to-head comparisons of AI models, agents, coding assistants and image, video and voice tools, from running them in production rather than a demo. Prices checked the week each piece goes out; new pieces most days.
Latest articlesWhat shipped, what broke, and what it really cost — from running production AI systems.
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
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
What Model Does Perplexity Use? Sonar and Model Choice
See which models Perplexity uses, what Pro and Max can select, how Sonar differs from Best, and why Research chooses its own models.
Nov 8, 2026AI
ChatGPT File Upload Limit
ChatGPT upload limits by plan: file sizes, daily and rolling caps, Projects, storage, and what to do when an upload fails.Nov 7, 2026AI
Fireflies AI Review
Fireflies.ai for small teams: transcripts, summaries, search, CRM handoffs, plan limits and privacy. When to choose Granola or Otter instead.Nov 7, 2026AI
Microsoft Scout
What Microsoft Scout can do in the background, which actions need approval, and the licences and two admin gates required for a Frontier pilot.Nov 6, 2026AI
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
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
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, 2026AIThe other lanes.Pick the one you came for.
354 pieces
Build
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 run156–179 / 323
AI Employee: What It Does, Costs, and How to Start
What AI employees can do, current prices for six tools, and how to pick one role, keep human review and measure a 30-day pilot.Oct 6, 2026AI
Wispr Flow Alternatives (2026): VoiceOS, Superwhisper, Aqua Voice, Willow and Monologue
Compare VoiceOS, Superwhisper, Aqua Voice, Willow and Monologue by work task, current price, offline privacy, team controls and coding-agent input.Oct 5, 2026AI
AI Agent Examples: 13 Small Business Jobs and What They Cost
13 AI agent examples for small businesses: what runs the job, what a person checks, and current prices from Tidio, Vida, MindStudio and more.Oct 5, 2026AI
Claude API Pricing (2026): Model Rates and Three App Budgets
Claude API model, cache, batch and tool costs, verified October 2026. Three app budgets and when Pro or Max costs less for personal work.Oct 4, 2026AI
Best AI Code Review Tools for Small Teams in 2026: CodeRabbit, Greptile, Cursor Bugbot, Codex, Claude Code and Codex Security
Compare six AI code reviewers: live prices for five developers, noise controls, GitHub and GitLab support, retention and one PR reviewed by three bots.Oct 2, 2026AI
Best AI Email Assistants in 2026: Fyxer, SaneBox, Superhuman, Shortwave, Gemini and Copilot (Compared)
Compare Fyxer, SaneBox, Superhuman, Shortwave and native Gmail/Outlook AI by job, live prices, setup time and mail storage.Oct 2, 2026AI
Granola Alternatives: Circleback, MeetGeek, Claap, Krisp, Otter, Fireflies and Fathom (Compared)
Compare Granola alternatives by Windows support, bot-free capture, team sharing, CRM integrations, languages and verified per-seat prices.Oct 1, 2026AI
Gamma Pricing (2026): Plans, Credits and Team Costs
Gamma Free, Plus, Pro and Ultra prices verified October 2026. Compare credits, exports, annual billing and solo or team costs.Oct 1, 2026AI
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
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
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
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
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
How to Use Claude Sonnet 5.5
Start using Claude Sonnet 5.5, choose an effort level, and fix the thinking and tool-call settings that can break an existing API workflow.Sep 28, 2026AI
Jev vs GLM-5.3-Flash
Compare Jev with GLM-5.3-Flash through Privatemode Decisions for support routing, image inputs, latency and cost per correct decision.Sep 27, 2026AI
Claude Opus 5.5 vs Opus 5
Compare Claude Opus 5.5 and Opus 5 on token costs, cache savings, coding work, and the API changes to check before switching.Sep 23, 2026AI
GPT-6 Sol vs Luna
Compare GPT-6 Sol and Luna on task fit, the 20x token-price gap, shared limits, and the checks that show when Sol earns its higher cost.Sep 23, 2026AI
How to Use MiMo V2.6
Set up Xiaomi MiMo V2.6 in Studio and the API, choose the right key and model, and complete a first business task with clear checks.Sep 22, 2026AI
MiMo V2.6 Pro vs Flash
Compare MiMo V2.6 Pro and Flash for coding and agent work: task success, token costs, cache savings and when Pro earns its higher price.Sep 22, 2026AI
Is MiMo V2.6 Free
MiMo V2.6 Flash has a temporary free endpoint. Compare that offer with MIT model downloads, paid API access and desktop plans.Sep 22, 2026AI
Grok 4.7 vs Grok 4.6
Grok 4.7 starts at the same token price as 4.6. Compare access, coding evidence and task costs before moving your workflow.Sep 21, 2026AI
Specification Gaming in Production AI Agents
An AI editor sent 50 of 96 articles off topic. The measured costs, the rules that rewarded drift, and the controls that replaced them.Sep 21, 2026AIPrefer this site in Google
Add as a preferred sourceon GoogleMark 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.