360REV Newsletter
Daily Briefing
The day's SaaS news was all about the plumbing around AI agents
Good morning. Nearly everything the productivity publishers put out today circled the same subject from different sides: what has to be true around an AI agent before you let it touch real work. None of the notable items were about smarter agents. They were about recovery when an agent gets it wrong, evaluation while it runs, the context it can see, and the quality of the data it reads.
That is a useful signal for anyone choosing tools right now. The first wave of agent marketing sold autonomy. The questions that actually decide whether an agent is safe to deploy are duller and more important, and today several vendors answered them in public.
What we're tracking
- Assume an agent will eventually delete something you need An AI agent is software that takes actions on your behalf. Some of those actions are destructive: overwriting a record, emptying a field, removing a row. A human doing the same job hesitates before deleting, because a human understands what the data is for. An agent does not hesitate in the same way. That means the safety you rely on cannot live inside the agent. It has to live outside it, in the form of a copy you can restore from.
- Evaluate agents while they run, not once before launch Traditional software is tested before release and then behaves predictably. An agent does not. Its behaviour depends on the inputs it sees each day, the cost of each call, and the model behind it, all of which change. A test that passed last month tells you little about what the agent is doing right now.
- Insights that never leave the tool they were created in There is a quieter failure mode than an agent deleting data, and it costs businesses more often. An agent produces a genuinely useful insight, and then nobody else sees it, because it stays inside the one interface where it was generated.
- Giving an agent your context without losing control of it For an agent to be useful it needs to see your material — your projects, documents, and prior decisions. The risk is that connecting that material to a general assistant scatters copies of it into places you no longer govern.
- The data an agent reads decays before it reads it Every point above assumes the agent is working from good data. Often it is not, and the decay is not a single failure but a series of small ones across a pipeline. SaaStr covered a company, Sumble, whose entire pitch is this problem: why data that starts 80% accurate turns into 33% accurate by the time an agent uses it, and how one customer, Nooks, found 700 accounts it did not know about [5].
From the blog
Why every customer message belongs in one inbox
A shared inbox pulls chat, email, forms, social messages and reviews into one place your whole team works from. Here is what that changes about the work, and how to tell whether your business has outgrown scattered tools.
How to keep a team of five aligned without meetings
A team of five does not need daily meetings to stay aligned. It needs a short list of things written down in one place everyone can reach. Here is what to write, and where it should live.
What to do about a customer who leaves
A churn rate tells you how many customers left. It cannot tell you why. Here is how to capture the reason, one departure at a time, so the number becomes something you can act on.
Sources
- Two AI Agents Wiped Critical Data at SaaStr. Both Times, a Copy Nobody Planned Is What Saved Us. It Will Happen To You, Too. Plan For It. SaaStr
- Salesforce Expands Agent Fabric to Automatically Stop Runaway Costs and AI Agent Failures Before They Impact Customers Salesforce
- New Research: Work Gets Trapped in Single-Player AI. Executives Are Ready for Multiplayer Salesforce
- Bring trusted Dropbox context directly into Microsoft Copilot Dropbox
- Sumble: Why 80% Accurate Data Turns Into 33% Accurate Data by the Time Your Agent Uses It, and How Nooks Found 700 Accounts It Didn’t Know About SaaStr
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