Thoughts & Perspectives
Building in public
Copilot in Teams (2026): What It Actually Does in Meetings, Chats, and Channels, What It Needs, and What It Costs
Copilot in Teams, as of September 2026: it recaps meetings, catches you up on chats and channel threads, and suggests follow-up tasks. It needs a Microsoft 365 Copilot license on each person who uses it ($21 a user a month on Business plans), and under Microsoft's default meeting policy it waits for someone to start transcription. What it reads, what it can't, the setup checklist, and the 10-person math.
Claude Memory (2026): How It Works, What It Stores, How to Turn It Off, and Why Your Team Plan Has It Off
Claude memory, as of September 2026: on by default for Free, Pro, and Max, off on Team and Enterprise until an owner turns it on. How it saves topics as you chat, how it differs from chat search, what it refuses to store, pause vs reset, incognito chats, Cowork, and why your business context belongs in a project and a written doc instead of one person's memory.
How Much Does AI Cost for a Business in 2026? The Four Line Items Nobody Quotes You Together
How much AI costs a business as of September 2026, line by line: seats at roughly $20 to $25 per person per month, API usage if you build ($1 to $50 per million tokens on Anthropic's models), AI already inside Google Workspace and Microsoft 365, and one-time setup (about $4,500 to $25,000 for a first install). Worked budgets for a solo owner, a 10-person team, and a 25-person team, plus the hidden cost nobody invoices.
Claude Fable 5.1 (2026): What It Is, What It Costs, Which Plans Include It, and When to Use Opus 5 Instead
Claude Fable 5.1, as of September 2026: Anthropic's most advanced generally available model, announced September 1. $10 per million input tokens and $50 output on the API, twice Opus 5, with cache hits at $0.25. Not on Free or Team, included on Enterprise, metered separately on Pro and Max. What it is, the full price sheet, the workload math, and why Anthropic's own docs say to start with Opus 5.
AI Integration Services (2026): What You're Actually Buying, What It Costs, and When to Keep Your Money
AI integration services, as of 2026: what is actually inside an install (seats, connections, business context, approval-gated workflows, training), the three kinds of integration you get quoted, what each costs, and the five questions that separate a fixed-price install from an open-ended retainer. With my published prices: Assessment $2,500, installs from $4,500.
ChatGPT Deep Research for Business (2026): Limits by Plan, Real Use Cases, and How to Check Its Sources
ChatGPT deep research as of September 2026: what it does, why the "25 queries a month" number is out of date, how usage works on Free, Plus, Pro, and Business (50 credits a task), Chat vs ChatGPT Work, six business jobs worth running, and a 10-minute routine for checking its sources.
ChatGPT Projects vs Custom GPTs for Teams (2026): Which to Use Now That OpenAI Is Retiring GPTs
ChatGPT Projects vs custom GPTs as of September 2026: OpenAI plans to retire custom GPTs and move them to plugins, personal plans can no longer create them, and shared Projects now do most of what teams built GPTs for. Side by side on sharing, files, memory, and tools, plus exactly what breaks in the migration.
ChatGPT Business Setup Guide (2026): How to Set Up a Workspace for a Small Team, Step by Step
How to set up ChatGPT Business for a small team as of September 2026: seats, roles, domain verification and SSO, invites, shared projects, why not to build new custom GPTs, Company Knowledge, data controls, spend alerts, and a one-week rollout. Every setting checked against OpenAI's help center.
ChatGPT for Nonprofits (2026): $8 Business Seats, Up to 75% Off Enterprise, and How to Get Approved
ChatGPT for nonprofits as of September 2026: eligible nonprofits get ChatGPT Business Standard seats for $8 a user a month billed annually or $10 monthly, Premium seats aren't discounted, and larger organizations can get up to 75% off Enterprise through sales. Why you'll see 20%, 60%, and 75% quoted, how verification works, what 10 seats cost, and the first workflows worth setting up.
Claude in Chrome (2026): What It Does, Which Plans Include It, and the Settings to Change First
Claude in Chrome, as of September 2026: Anthropic's Chrome extension reads the page you are signed in to, then clicks, types, and fills forms while you approve what happens. It is generally available on every paid Claude plan, from Pro at $20 a month, with no separate price. What it is good for in a small business, what it should never touch, and the two admin settings to check this week, from Anthropic's own product page and help center.
ChatGPT Work for Business (2026): What It Does, What a $20 Seat Gets, and the First Jobs I'd Hand It
ChatGPT Work is OpenAI's agent for multi-step jobs: decks, spreadsheets, briefs, and scheduled reports built from your apps and files. As of September 2026 it's included in every ChatGPT Business seat, metered on the same 5-hour allowance as Codex. What it does, which plans get it, what it burns, the admin settings to flip on day one, and the first five jobs I'd give it.
ChatGPT Usage Limits (2026): What Plus, Pro, and Business Actually Get, and the 5-Hour Window
ChatGPT usage limits as of September 2026: everyday text chat is unlimited on every plan, and the limits that actually run out are reasoning models, GPT-6 Pro messages, and the shared ChatGPT Work and Codex allowance on 5-hour windows. Plan by plan for Free, Go, Plus, Pro, and Business Standard and Premium seats, from OpenAI's own help center.
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