Thoughts & Perspectives
Building in public
AI for HR (2026): What a 10 to 200 Person Company Can Hand It, What Stays Human, and Where Each HR Record Goes
How a small HR team should use AI: draft policies, job posts and onboarding from your own handbook, keep every decision about a person human, and sort each HR record into what can and can't go into an AI tool. A record-by-record data map and a one-week start plan.
ChatGPT for Finance Teams (2026): Month-End Close, Reconciliations, Variance Commentary, and What Never to Paste
How an in-house finance team at a 10 to 200 person company uses ChatGPT in 2026: where it fits in the month-end close, why it never does the reconciliation itself, a worked variance-commentary example, a three-tier map of what data goes where, and why the plan decision (Business at $20 a seat vs a personal Plus account) is really a data decision.
AI for Project Managers (2026): The Six Artifacts to Hand It, What You Still Check, and a One-Week Plan
How a project manager should actually use AI: hand it the six documents you rewrite every week (status report, RAID log, meeting actions, schedule risk, stakeholder update, change request), keep the judgment, and check each one against a short list. Copy-paste prompts and a one-week time audit included.
Claude API Credits (2026): The New Monthly Credit on Max and Team, How to Claim It, and What It Buys
As of October 2026, Claude Max and Team plans come with monthly Claude API credits: $100 on Max 5x, $200 on Max 20x, and $20 per Standard Team seat ($100 per Premium) pooled up to $500. Who qualifies, how to claim it, what it covers (not interactive Claude Code), what it buys on three real workloads, and the other ways to get Claude API credits.
AI for Real Estate Investors (2026): Deal Analysis and Underwriting, With a Worked Duplex Example
How real estate investors can use AI for deal analysis and underwriting in 2026 without fooling themselves: what to hand a general assistant, what to keep in a calculator, a worked duplex pro forma that goes from a 7.7% to a 0.6% cash-on-cash return when three lines are added, two stress tests, and the tools with their published prices.
Claude Haiku 5.5 (2026): API Pricing, the 100K-Token Price Line, and What It Costs on Real Work
Claude Haiku 5.5 launched October 7, 2026 at $0.10 per million input tokens and $0.50 output for prompts up to 100,000 tokens, 90% under Haiku 4.5. Over 100K the rates are $0.50 / $2.50. What it is for, two worked workloads against Haiku 4.5 and Sonnet 5.5, and why the 100,000-token line should change how you build.
AI for Commercial Real Estate: Lease Abstraction, OMs and Comps Memos, With a Worked Example (2026)
How commercial real estate brokers, owners and asset managers actually use AI in 2026: lease abstraction, offering memorandum screening, comps and BOV memo drafts, and tenant-rep follow-up. Includes a worked example on a 40-page office lease, the five clauses a human always checks, and the seat math at published prices.
AI for Universities (2026): How to Roll It Out to Staff, With ChatGPT Edu, Claude, Gemini and Copilot Side by Side
How a university or college should roll AI out to its administrative staff: one approved tool, a written data line, and three offices first. Plus the four vendor education programs compared from their own pages, and what a 150-person staff rollout costs on each.
Claude for Google Workspace (2026): Docs, Sheets and Slides Add-On, Pricing, and Whether You Still Need It With Gemini
Claude now runs in a sidebar inside Google Docs, Sheets and Slides, in public beta on every paid Claude plan as of October 6, 2026. What it does in each app, what it costs a 10-person team on top of Workspace, when Gemini is enough, and how to roll it out without regretting it.
ChatGPT for Real Estate Agents: Copy-Paste Prompts and a Fair Housing Setup (2026)
Nine copy-paste ChatGPT prompts for real estate agents (listings, lead follow-ups, open-house recaps), the setup that keeps invented property facts and fair-housing problems out of your drafts, and when a brokerage should move to ChatGPT Business.
AI Tools for Real Estate Agents: What Each Costs and What a 10-Agent Brokerage Pays (2026)
A buyer's guide to AI tools for real estate agents, sorted by the job each one does, with every vendor's own published price as of October 2026, the two that won't print a price, and what a 10-agent brokerage actually pays for a lean, standard or full stack.
AI for MSPs: The Permissions-First AI Work Small-Business Clients Will Actually Pay For (2026)
Your clients don't need a chatbot from their MSP. They need the AI they already bought to stop showing people files they shouldn't see, and to get used. Here's the 30-day job, the Microsoft licensing detail that makes it cheap to start, and what not to sell.
Ready to scale your product vision?
I help high-growth startups bridge the gap between technical complexity and business revenue.
Book a Strategic Call