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.

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, 2026AI
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, 2026AIThe other lanes.Pick the one you came for.
351 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.247 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 / 321

AI RFP Software 2026: Loopio, Responsive, AutoRFP.ai, Inventive AI, AutogenAI and Iris (Compared)
Compare AI RFP software by team size and answer-library maturity, with verified vendor details, practical limits and a live-RFP trial plan.Oct 30, 2026AI
Consensus AI Review
Consensus for business research: what it searches, how to check its citations, when Pro is worth paying for, and when ChatGPT or Perplexity fits better.Oct 29, 2026AI
AI Contract Review Software 2026: LegalOn, Spellbook, Luminance and More (Compared)
Compare LegalOn, Spellbook, Luminance, Ironclad, Juro, Claude and ChatGPT by contract-review job, with a 30-minute NDA trial.Oct 29, 2026AI
Gemini 4 Carbon Explained: Access, Benchmarks and When to Wait
Gemini 4 Carbon is not public yet. See Google's access plan, benchmarks and what to prepare while you keep building on Argon.Oct 29, 2026AI
AI Implementation: From Pilot to Rollout in 90 Days
A 90-day AI implementation roadmap: choose a workflow, prove data access, pilot against a baseline, measure results and roll out with a named owner.Oct 28, 2026AI
AI Forecasting 2026: Pigment, Anaplan, Planful, Clari, Netstock and Excel Compared
Compare AI forecasting for cash, sales and demand: Pigment, Anaplan, Planful, Clari, Netstock and Excel, with data needs and a practical backtest.Oct 28, 2026AI
Copilot Studio Pricing: Credits, Packs and Agent Costs
Copilot Studio credit rates, packs, pay-as-you-go and Microsoft 365 use rights, plus a worked monthly budget for an internal support agent.Oct 27, 2026AI
Enterprise Search With AI: How It Works and How to Pilot
How AI enterprise search connects systems, respects permissions and retrieves answers, with a build-or-buy framework and a practical pilot checklist.Oct 27, 2026AI
AI Agent Use Cases in 2026: Support, Sales, Ops, Finance, Engineering, HR and Marketing
14 AI agent use cases across 7 departments, with named production examples, human checkpoints, tool types and data-access requirements.Oct 27, 2026AI
Conversational AI Platform 2026: Google, Microsoft Copilot Studio, Kore.ai, Cognigy, Rasa, Voiceflow and Botpress Compared
Compare Google, Copilot Studio, Kore.ai, Cognigy, Rasa, Voiceflow and Botpress for customer chat, voice, human handoff and action controls.Oct 27, 2026AI
Scribe Alternatives in 2026: Tango, Guidde, Trainual, Supademo and Arcade Compared
Compare Scribe alternatives by screenshot guides, video, interactive demos and assigned training, with current billing, exports and an SOP template.Oct 27, 2026AI
Glean Alternatives 2026: Gemini Enterprise, Microsoft 365 Copilot, ChatGPT Business, Claude Enterprise, Dust, Onyx and Guru (Compared)
Compare seven Glean alternatives by your existing tools, hosting needs and document permissions, with billing checked against each maker's current pages.Oct 27, 2026AI
GPT-6.1 Terra: What It Is and When to Switch
GPT-6.1 Terra explained: what to move from Sol or GPT-5.6 Terra, where it runs, and when Luna or Astra still fits better.Oct 27, 2026AI
AI Bookkeeping: What It Automates and What Needs a Person
Understand AI bookkeeping in QuickBooks, Xero, Dext and managed services, with a 30-day pilot and error log before trusting automated categories.Oct 27, 2026AI
Claude vs Gemini: Choosing an Assistant and an API
Choose Claude or Gemini by the work: coding, long documents, Google Workspace, research and media, with verified model lineups and API tradeoffs.Oct 27, 2026AI
Fireflies vs Otter in 2026: Sales Calls and Team Meetings
Fireflies vs Otter for sales calls and internal meetings: capture methods, CRM sync, AI features, consent and limits. Choose by team workflow.Oct 27, 2026AI
Workday AI Agents: What They Do and What Is Available
Understand Workday AI agents, available skills, Sana and ASOR governance, plus when to use native agents, build your own, or connect an assistant.Oct 26, 2026AI
Agentic Process Automation: APA vs RPA vs Workflow Automation
Understand APA, RPA and workflow automation through one invoice exception, with clear rules for agent judgment, approvals, logs and limits.Oct 26, 2026AI
AI Center of Excellence: Models, Roles and a Charter
Choose an AI center of excellence model, assign roles, copy a one-page charter and plan the first 90 days. Know when a two-person AI desk is enough.Oct 26, 2026AI
Intelligent Document Processing: How It Works
How intelligent document processing works, where Google, Azure, AWS and LLMs fit, and how to measure field accuracy before automating.Oct 26, 2026AI
AI Strategy: A One-Page Plan for Your Company
Make six AI strategy decisions, compare services and software examples, plan your next 90 days, and fill in a one-page company template.Oct 26, 2026AI
Agentforce Pricing: Flex Credits, Conversations and User Plans
Salesforce Agentforce pricing: Flex Credits, conversations, user licenses, edition prerequisites and cost examples from current Salesforce sources.Oct 26, 2026AI
NIST AI RMF: What It Asks and Your First 30 Days
Understand NIST AI RMF, its four functions and Generative AI Profile, with a 30-day plan and evidence a small team can show customers.Oct 26, 2026AI
ChatGPT Agent: What Replaced Agent Mode
ChatGPT agent is retired. Find where browser work, apps, takeover and scheduled tasks live now, plus current access and the next steps.Oct 26, 2026AIPrefer 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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