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.

Fireflies AI Review

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

The other lanes.Pick the one you came for.

60–83 / 321
Notion vs ClickUp: Choose by How Your Team Works

Notion vs ClickUp: Choose by How Your Team Works

Notion vs ClickUp for small teams: compare docs, projects, built-in AI, credit rules and migration gaps to choose one workspace.Oct 25, 2026AI
GPT Models: Model IDs, ChatGPT Defaults and Where They Run

GPT Models: Model IDs, ChatGPT Defaults and Where They Run

OpenAI GPT models explained: exact IDs, context windows, ChatGPT defaults, Codex access, open-weight gpt-oss and retirement dates.Oct 25, 2026AI
Claude Models: Current Lineup, Defaults and Which to Use

Claude Models: Current Lineup, Defaults and Which to Use

Compare current Claude models, API IDs, limits, app and Code defaults, platform access and retirement dates. Choose by capability, speed and effort.Oct 25, 2026AI
Claude Mythos Explained: Access and Agent Safety

Claude Mythos Explained: Access and Agent Safety

What Claude Mythos is, who can access Mythos 5.1, and what Anthropic and AISI's findings mean for agents your business already runs.Oct 25, 2026AI
AI Native Company: What It Means and How It Works

AI Native Company: What It Means and How It Works

What makes a company AI-native? Understand team design, agent workflows, delivery economics and evaluation, then assess your own business.Oct 25, 2026AI
Prompt Templates: Six Reusable Examples for Business Teams

Prompt Templates: Six Reusable Examples for Business Teams

Six worked prompt templates for recurring business jobs, with clear variables, fixed outputs, testing steps and practical ways to share them.Oct 25, 2026AI
Types of AI Agents: Two Maps for Business

Types of AI Agents: Two Maps for Business

Learn five textbook AI agent types and seven business categories, with product examples, control boundaries, typical failures and adoption rules.Oct 25, 2026AI
ChatGPT Watermark: What textGrain Means for Your Documents

ChatGPT Watermark: What textGrain Means for Your Documents

Does ChatGPT watermark text? See where textGrain applies, who can detect it, and what it means for company documents and client work.Oct 24, 2026AI
Kimi K3.1 Pro: What Changes and Who Should Switch

Kimi K3.1 Pro: What Changes and Who Should Switch

Kimi K3.1 Pro explained: what changed from K3, where it runs, what the benchmarks establish, and when a work trial justifies switching.Oct 24, 2026AI
AI ROI: How to Measure Costs, Savings and Payback

AI ROI: How to Measure Costs, Savings and Payback

Measure AI ROI with a workflow baseline, full costs and payback. A worked support example separates cash saved from staff capacity.Oct 24, 2026AI
Reclaim AI Review

Reclaim AI Review

Can Reclaim protect focus and habits on a meeting-heavy calendar? Current features, limits, mobile access and a practical team pilot verdict.Oct 24, 2026AI
Viktor AI Review

Viktor AI Review

What Viktor can handle across a working week, how permissions and approvals work, and where a founder or operations lead still needs to step in.Oct 24, 2026AI
Physical AI: What It Is and What Operators Can Use Today

Physical AI: What It Is and What Operators Can Use Today

Understand physical AI, what NVIDIA and Google offer today, where pilots end, and how to start with simulation before committing to robots.Oct 23, 2026AI
On Device AI: What Can Run on Staff Laptops and Phones

On Device AI: What Can Run on Staff Laptops and Phones

What on-device AI can run on staff laptops and phones, with current hardware needs, useful tasks, privacy boundaries and when to use the cloud.Oct 23, 2026AI
Arc Browser Alternatives 2026: Dia, Zen, Vivaldi, Microsoft Edge and Chrome

Arc Browser Alternatives 2026: Dia, Zen, Vivaldi, Microsoft Edge and Chrome

Compare Dia, Zen, Vivaldi, Edge and Chrome, with Arc export paths, platform limits and a client-by-client move before December 22.Oct 23, 2026AI
Anthropic vs OpenAI: Which AI Vendor Fits Your Company?

Anthropic vs OpenAI: Which AI Vendor Fits Your Company?

Compare Anthropic and OpenAI for your company: models, business plans, API rates, data terms, work agents and cloud deployment.Oct 23, 2026AI
AI Readiness Assessment: A One-Page Checklist for Small Business

AI Readiness Assessment: A One-Page Checklist for Small Business

Score 15 questions, work through a 40-person services firm example, and choose your next 90 days with this one-page AI readiness assessment.Oct 23, 2026AI
Best Dictation Software in 2026: Apple, Windows, Wispr Flow, VoiceOS, Superwhisper and Dragon

Best Dictation Software in 2026: Apple, Windows, Wispr Flow, VoiceOS, Superwhisper and Dragon

Compare Apple, Windows, Wispr Flow, VoiceOS, Superwhisper and Dragon for business writing, privacy and platform fit. Includes a ten-minute check.Oct 23, 2026AI
Claude Duet: What It Does and What to Delegate First

Claude Duet: What It Does and What to Delegate First

Claude Duet explained: who can join, what to delegate first, how background work uses your limits, and what still needs your approval.Oct 22, 2026AI
Meta Muse Privacy: Settings and a Workplace Policy

Meta Muse Privacy: Settings and a Workplace Policy

What Meta's Muse keeps, trains on and shares, with verified privacy controls, reported incidents and a short staff policy.Oct 22, 2026AI
Human in the Loop AI: Approvals, Review Queues and Escalation

Human in the Loop AI: Approvals, Review Queues and Escalation

Decide when AI agents need approval, sampled review or escalation, with a support-agent example, current tool docs and practical logging rules.Oct 21, 2026AI
DeepSeek vs Qwen

DeepSeek vs Qwen

Choose DeepSeek or Qwen for coding, vision, long context and self-hosting. Current models compared by job, with verified licenses and hosting scopes.Oct 21, 2026AI
Claude Artifacts

Claude Artifacts

Make, edit, share, and find Claude artifacts, with current plan rules, the Cowork migration, and three practical business prompts.Oct 21, 2026AI
Perplexity Computer: Cloud, Local Mac and Windows Explained

Perplexity Computer: Cloud, Local Mac and Windows Explained

Understand Perplexity Computer across cloud, local Mac and AMD Windows: where work runs, what leaves your device, and when to use it.Oct 21, 2026AI

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