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Raindrop
Raindrop vs Brizz

Raindrop tells you when your agent changes. Brizz tells you what to change.

Raindrop alerts you when your agent's behavior changes. Brizz finds what should change, even when nothing moved, and makes the fix.

Choose Brizz if you need…

  • What to improve next, found every day
  • What users come to your agent for, grouped for you
  • The gaps between what users ask and what your agent can do
  • Redos and give ups, caught as silent failures
  • The cost of every issue, for each user it affects
01how each one works

How each improves your agent.

Raindrop

Agent monitoring
  • Get alerted when a metric drifts from its normal range.

  • Get signals on every behavior you classify.

  • Hand the evidence to your coding agent, and turn the failure into an eval.

brizz

Agent evolution
  • Find what users want, the gaps in what your agent can do, and the failures that raise no error.

  • Rank every issue by its impact and the value of fixing it.

  • Get a PR to approve, and a flag if the issue comes back.

02capabilities

Raindrop and Brizz, side by side.

Capability
Raindrop
brizz
FindWhat can be improved
Intents
◐
✓
Capability gap detection
◐
✓
Issues ranked by impact, with root cause
◐
✓
Shows which users and accounts struggle
◐
✓
Finds wasted spend and what fixing it saves
◐
✓
RankWhat to fix first
Agent Health Score
×
✓
Raindrop: rates per signal
Cost per issue and per user
◐
✓
Predicted future gain
×
✓
FixA PR to approve, and its impact verified
Fixes delivered as pull requests
◐
✓
Verify the impact of each fix
◐
✓
Works in Slack
✓
✓
Raindrop: Slack triage agent
ReadEvery interaction
Conversation as the unit of analysis
✓
✓
Raindrop: behaviors you name
Quality metrics on every session
✓
✓
Raindrop: per signal
Full Partial Not offered

Source · Spotted something? Tell us at contact@brizz.ai

Raindrop and Brizz, answered

Raindrop tells you when your agent changes. It scores every event for the behaviors you pick and opens an issue when a metric leaves its forecast. Brizz tells you what to change. It finds what users want and what they ask for that the agent can't do, ranks each issue by impact and the value of fixing it, opens a PR you approve, and follows up to show the fix worked.

Raindrop alerts you when behavior leaves its normal range. Brizz looks for what to change next, including when nothing moved: what users ask that the agent can't do yet, what they want that nobody listed, and what costs the most.

It reports the gaps it notices, through a tool you add. Brizz reads what users asked for, finds gaps the agent may not notice, and ranks each one by how many runs and users it reaches.

Yes. Brizz opens a small PR built from the evidence and connected to your code, and your team approves it. You can also hand the issue to your own coding agent. If the issue comes back, Brizz reopens it.

See what Brizz finds in your agent.

Brizz finds what to fix in your agent, ranks it, solves it, and verifies the impact.

Integrates with the stack you already have