AI lands inside the tools, but the plumbing decides

What we're tracking

• •Incremental backups change what a good export looks like A backup is a copy of your data you can restore from when something goes wrong. For years the standard shape of a business backup was the full export: dump everything, every time, and store it. That works, but it is expensive in time and storage, and the cost grows with the organisation. The larger you get, the more it hurts to re-copy data that has not changed since yesterday.
• •AI arrives where the work already happens Most early AI features asked you to leave what you were doing, open a separate box, describe your problem, and paste the answer back. The more useful pattern is the opposite: the help appears where the error is, in the tool you were already using, aimed at the specific thing in front of you.
• •An AI agent is only as current as its knowledge If you put an AI agent in front of customers, you have taken on a maintenance job most teams underestimate. The agent answers from a knowledge base, and a knowledge base goes stale the moment the product changes. Ship a new feature, change a price, retire an option — and unless the agent's knowledge moves with you, it will confidently give last week's answer to this week's customer.
• •The cheapest growth is the customer you already have Most businesses spend their growth budget at the top of the funnel: more leads, more advertising, better conversion on strangers. There is a cheaper source of growth that most teams barely touch — the customers already paying them. Expansion revenue, the extra value an existing customer buys over time, tends to cost far less to win than a new logo, because the trust and the relationship already exist.
• •Buying tools in a down market The backdrop to all of this is a hard year for public software. SaaStr's look at Navan opened by noting that a chart of public B2B software in 2026 is a sea of red [5]. When markets tighten, software budgets tighten with them, and buyers rightly become more careful about what they commit to.