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 run204–227 / 323
DGX Spark vs Mac mini M6 for Local AI Agents 2026
DGX Spark wins on model capacity, CUDA, and a turnkey local Perplexity agent; Mac mini M6 wins on solo-agent cost and everyday desktop utility.Aug 25, 2026AI
Sesame Pricing (2026): Free for Now, No Paid Plan Yet
Sesame is free in its 2026 preview. See the 30-minute call cap, data-training tradeoff, missing paid plan, and when ChatGPT or Gemini wins.Aug 25, 2026AI
Best AI Model Gateways for Reducing Inference Costs 2026
Compare six AI model gateways by live 2026 pricing, cache savings, fees, and the exact workload that makes Vercel, LiteLLM, or Cloudflare win.Aug 24, 2026AI
AI Agent API Budget Controls 2026
OpenAI now shows cost by API key and can stop project or organization traffic at a monthly cap. Here is the business case, use cases, and limits.Aug 24, 2026AI
Ollama Pricing (2026): Free Local, $20 Pro, $125 Teams
Ollama costs $0 locally, $20/month for Pro, and $125/month minimum for Team. See current limits, overages, hardware break-even, and who should pay.Aug 23, 2026AI
Pika Speech vs ElevenLabs Cost 2026
Pika Speech costs $0.01/min plus $10/month. See when it beats ElevenLabs, and why streaming, language coverage, and cloning can reverse the choice.Aug 22, 2026AI
Best Multimodal AI Models for Computer Use Agents 2026
Compare GPT-5.6 Sol, Claude Opus 5, Gemini 3.7 Flash, and DeepSeek Vision on task cost, safety, implementation, and fit.Aug 22, 2026AI
Together AI Pricing (2026): PTUs Buy Capacity, Not Savings
Together AI pricing, verified August 2026: serverless token rates, $0.05 PTUs, GPU costs, hidden fees, break-evens, and alternatives.Aug 22, 2026AI
AI Agent Computer Use Cost 2026
Anthropic's multi-action computer use cuts model round trips. See the 2026 token math, real task savings, use cases, and three products to build.Aug 22, 2026AI
Best Zero Data Retention AI Platforms for Enterprise Agents 2026
Nine enterprise AI platforms ranked by ZDR coverage, agent-feature gaps, live pricing, and controls that keep sensitive prompts out of storage.Aug 22, 2026AI
Notion Skills vs Claude Skills API for Agent Teams
Notion wins collaborative skill authoring. Claude wins production API control. Compare verified pricing, limits, migration, and team fit.Aug 22, 2026AI
Best AI Study Tools for College Students 2026
Eight AI study tools compared on tutoring, course files, recall, research, STEM work, live prices, and the one-paid-tool rule for 2026.Aug 21, 2026AI
Best Real Time AI Inference Platforms for Agents 2026
Seven real-time AI inference platforms ranked for agent loops, with August 2026 pricing, latency tradeoffs, model limits, and completed-task cost.Aug 21, 2026AI
Best Mac AI Assistants for Business Workflows 2026
A verified comparison of the 9 best Mac AI assistants for business workflows in 2026, with current prices, permission walls and 10-seat cost math.Aug 20, 2026AI
AI Model Monitoring Cost 2026
OpenAI's 20% compute benchmark makes model monitoring a budget line. See the cost math, use cases, limits, and strongest build opportunity.Aug 20, 2026AI
Poe Pricing (2026): $4.99 Wins Until You Need Bursts
Poe costs $4.99 to $249.99 monthly. Compare all five tiers, annual savings, point economics, free limits, hidden costs, and alternatives.Aug 17, 2026AI
Kimi Pricing (2026): Free Chat, $19 Plans, Split Ahead
Kimi starts free, paid plans run $19-$199, and Kimi Code is splitting out. See current tiers, API rates, hidden credit costs, and the best buy.Aug 17, 2026AI
Manus Review (Verified August 2026)
Manus review with August 2026 pricing, workflows, alternatives, limits, and a buy-or-skip rule, including the current account-transition risk.Aug 17, 2026AI
Claude Watermark Detection for Business Documents
Claude's keyed watermark can flag likely AI involvement in business documents. Learn what works now, what fails, and what to build next.Aug 17, 2026AI
Best AI Text Watermark Detectors 2026
Compare four source-matched AI text watermark detectors, their real deployment costs, and the Claude, Gemini, and ChatGPT verification gaps in 2026.Aug 16, 2026AI
Fireflies Pricing (2026): Pro Wins Until Credits Run Out
Fireflies costs $0, $10, $19, or $39 per seat monthly on annual billing. See the AI-credit add-ons, storage limits, and plan break-even.Aug 16, 2026AI
OpenClaw Pricing (2026): Free Software, Paid Runtime
OpenClaw is free, but running it is not. Compare local, VPS, managed, model, search, backup, and labor costs with break-even math verified in August 2026.Aug 16, 2026AI
Groq Pricing (2026): Throughput, Not Tokens, Forces the Upgrade
Groq pricing verified August 2026: free and paid limits, every model rate, batch and cache rules, hidden tool costs, and provider comparisons.Aug 15, 2026AI
ChatGPT Computer History Privacy
What ChatGPT Computer History records, where it stores data, what reaches OpenAI, and the business workflows worth testing before you turn it on.Aug 14, 2026AIPrefer this site in Google
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