Briefing · October 3, 2026
AI productivity tools, judged by the work they finish
Haai covers AI at work the way a careful operations lead would. We pick one real job, look at what the tool receives and returns, find the point where a person has to check it, and count the minutes saved. If a tool only shines in a demo, we say so.
Lead story · AI for BusinessAI Tools for Law Firms: 10 Tasks You Can Automate and 5 You Should Never Trust Without Human Review
Start with intake, scheduling and first drafts. Keep citations, advice, evidence and confidential uploads in a lawyer's hands, where the responsibility already sits.
What's moving this week
- US arrests tech CEO accused of smuggling $300M in Nvidia chips into ChinaAI - Ars Technica
- A model guide for the GPT-6 familyOpenAI News
- The 7-year-old Nvidia Shield TV is now $100 more expensive due to AIAI - Ars Technica
- Chatham scales its capital markets expertise with OpenAIOpenAI News
- Judge dismisses Chegg and Penske antitrust lawsuits targeting Google AI searchAI - Ars Technica
- The eternal complementOpenAI News
How we judge a tool
- 01
Pick one workflow
Start with one real workflow, not ten AI tools. A recurring report beats a vague promise.
- 02
Time it by hand
Measure the task before AI touches it. Without a baseline, time saved is a guess.
- 03
Name the reviewer
Every output gets a human check before it reaches a client, customer or court.
- 04
Expand when it's boring
Add the next workflow only after the first runs quietly for a month.
The six desks
AI Tools
Reviews that start with the job, not the feature list. Every tool we cover gets the same questions: what it helps with, how long setup takes, what happens to your data, and whether you can export your work when you leave.
Read the AI Tools sectionLatest from OpenAI News
- A model guide for the GPT-6 familyOpenAI News
- Chatham scales its capital markets expertise with OpenAIOpenAI News
- The eternal complementOpenAI News
- How Albertsons Companies is reimagining retail from the inside outOpenAI News
Generative AI
Text, image and code models are fast first-draft machines. We cover what they draft well, where they make things up, and how to build a check into the process so a confident wrong answer doesn't ship.
Read the Generative AI sectionLatest from AI - Ars Technica
- US arrests tech CEO accused of smuggling $300M in Nvidia chips into ChinaAI - Ars Technica
- The 7-year-old Nvidia Shield TV is now $100 more expensive due to AIAI - Ars Technica
- Judge dismisses Chegg and Penske antitrust lawsuits targeting Google AI searchAI - Ars Technica
- With most information hidden, the game Stratego had stumped AI—until nowAI - Ars Technica
AI for Business
Professional-service firms, operations teams and agencies have repeatable work that suits automation: intake, reporting, document prep. We look at where AI fits those workflows and where judgment has to stay with a person.
Read the AI for Business sectionLatest from OpenAI News
- A model guide for the GPT-6 familyOpenAI News
- Chatham scales its capital markets expertise with OpenAIOpenAI News
- The eternal complementOpenAI News
- How Albertsons Companies is reimagining retail from the inside outOpenAI News
AI for Small Business
A five-person shop can't absorb a bad rollout. These guides focus on low-cost, low-risk first steps, like drafting replies or cleaning up a spreadsheet, that an owner can test in an afternoon.
Read the AI for Small Business sectionLatest from OpenAI News
- A model guide for the GPT-6 familyOpenAI News
- Chatham scales its capital markets expertise with OpenAIOpenAI News
- The eternal complementOpenAI News
- How Albertsons Companies is reimagining retail from the inside outOpenAI News
AI for Marketing
AI writing tools make drafts cheap. Good marketing still isn't. We cover briefs, content workflows, search changes and the editing step that keeps brand voice and facts intact.
Read the AI for Marketing sectionLatest from AI - Ars Technica
- US arrests tech CEO accused of smuggling $300M in Nvidia chips into ChinaAI - Ars Technica
- The 7-year-old Nvidia Shield TV is now $100 more expensive due to AIAI - Ars Technica
- Judge dismisses Chegg and Penske antitrust lawsuits targeting Google AI searchAI - Ars Technica
- With most information hidden, the game Stratego had stumped AI—until nowAI - Ars Technica
AI for Developers
Code assistants, agents and APIs, judged by whether the output passes review and tests. We care about repeatability, cost per task and what the model can see in your repository.
Read the AI for Developers sectionLatest from AI - Ars Technica
- US arrests tech CEO accused of smuggling $300M in Nvidia chips into ChinaAI - Ars Technica
- The 7-year-old Nvidia Shield TV is now $100 more expensive due to AIAI - Ars Technica
- Judge dismisses Chegg and Penske antitrust lawsuits targeting Google AI searchAI - Ars Technica
- With most information hidden, the game Stratego had stumped AI—until nowAI - Ars Technica
Questions people ask us
What should I know before getting into AI productivity tools?
Start with one real workflow, not ten tools. Pick a task you repeat every week, time it by hand, and decide who will review the AI's output before it goes anywhere. Read the privacy terms before uploading anything confidential, and only expand once the first workflow saves measurable time.
How much does AI productivity tools cost in United States, California, New York, Texas, Florida, South Carolina, Washington DC, major U.S. business markets, remote-first U.S. companies, nationwide professional and small-business audiences?
Pricing doesn't change much by state; most AI productivity tools sell the same plans nationwide. Many offer a free tier plus monthly per-user subscriptions, and business plans with stronger data terms usually cost more. Check the vendor's current pricing page, and compare what the free and paid plans do with your data, since that difference often matters more than the price.