Labs Act Autonomous agent

The Monday Brief

An agent that investigates at-risk accounts every week on its own schedule, and writes up what it found.

Early every Monday it checks account health, recent feedback, usage and open flags, decides what matters, and writes a risk brief a CCO can act on. Start a run yourself and watch each step as it happens. Past briefs are kept below.

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GENERATE A BRIEF

Run the agent

Generated autonomously, Mon 17 Aug 2026, 7:02am (Sydney time).

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RUN STATUS

Run #331

COMPLETE Focus: all segments 4 in / 1529 out tokens $0.0369 spent
Live trace
I'll gather all the data needed before writing. Starting with a broad sweep: flagged accounts, and at-risk accounts across all segments.
→ 0 items
→ 10 items
10 at-risk accounts returned. No flags currently open. Now I'll pull health detail, usage trends, and recent feedback for the three most critical accounts simultaneously — Halberd Financial Group (33)…
→ keys: name, health, usage_trend_pct
→ keys: name, health, usage_trend_pct
→ keys: name, health, usage_trend_pct
→ 3 items
→ 3 items
→ 3 items
→ keys: name, usage_trend_pct
→ keys: name, usage_trend_pct
→ keys: name, usage_trend_pct
All data collected. Tinker Supply Lab's usage drop (-22%) is severe but its recent feedback is entirely positive — a nuanced story worth noting. Halberd is in active competitor conversations and is th…
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MONDAY BRIEF

The brief

Monday Risk Brief — All Segments

Week of 17 August 2026 | All Segments | Prepared for Chief Customer Officer

Flagged Accounts

No accounts are currently carrying open review flags.


Top 3 Highest-Risk Accounts

1. Halberd Financial Group — Health: 33 | Usage: -18%
Active churn signal: the account has named two competitors (Coriolis and Perch AI) in recent feedback and issued an explicit two-week ultimatum tied to unresolved AI accuracy issues and a weeks-old critical support ticket. Scheduled report exports are also failing repeatedly, forcing manual workarounds by their finance team.

2. Nook & Bolt Technologies — Health: 47 | Usage: -12%
Compounding reliability and product gaps: scheduled reports are running hours late without notification, forecast accuracy is under question, and the ops lead is actively benchmarking competitor Perch AI on a peer recommendation. Limited data export options have surfaced as an additional value concern during a live compliance audit.

3. Tinker Supply Lab — Health: 53 | Usage: -22%
Usage is down 22% — the steepest trend of all at-risk accounts — but all three recent feedback verbatims are positive, crediting recent product improvements for keeping them off competitor Perch AI and competitor Waypoint Analytics. The divergence between usage trend and sentiment needs an explanation before renewal conversations begin.


Talking Points for the CCO's Team

  1. Support response quality is a shared churn driver. Both Halberd Financial Group and Nook & Bolt Technologies cite slow, unresponsive support as an accelerant of their risk — not the root cause alone, but the reason they are looking elsewhere. Coriolis was cited by Halberd as having called within two hours during evaluation. That contrast is being held against us.

  2. Fetch Radar forecast accuracy and custom metrics are under scrutiny across multiple accounts. Two of the three highest-risk accounts have flagged AI accuracy as a concern. This is a product credibility issue, not an isolated complaint — it should be on the product team's radar this week.

  3. Tinker Supply Lab is a proof point, not just a risk. Recent product and support improvements demonstrably reversed an active competitor evaluation. That recovery story should be documented and used internally to show the team what intervention looks like when it works — particularly relevant as the team addresses Halberd and Nook & Bolt.


Recommended Actions

Priority Account Action Owner Timing
Critical Halberd Financial Group Executive call this week — the account has set a two-week deadline. Bring a named engineer and a concrete fix timeline for the anomaly detection ticket and custom metrics drift. Do not send tier-one support. CCO + Engineering Lead By Wednesday
High Nook & Bolt Technologies CSM to acknowledge the late report incidents proactively with a written incident summary, and to roadmap data export improvements before the compliance audit closes. Neutralise the Perch AI benchmark by showing a response plan. CSM + Product This week
High Tinker Supply Lab Schedule a discovery call to understand the -22% usage drop in context of otherwise positive sentiment. Likely a workflow change or team restructure — confirm before renewal prep begins. CSM This week
Ongoing Product Team Escalate Fetch Radar forecast accuracy and custom metrics reliability as a P1 theme — two named at-risk accounts and a competitor comparison (Perch AI) are now attached to it. Product Lead Raise in this week's product sync
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CALL THE BRIEF

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The same brief, read aloud. Front Desk fetches this week's run and summarises it in a sentence or two, then takes follow-up questions on it, so you can ask what is driving a number instead of scrolling back for it.

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