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Customers found it before you?
Know before they do
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Featured app • BentoLabs AI
Catch the silent failures in your AI agents before your customers do
You change a prompt, swap a model, add a tool, and it ships clean. Then a customer tells you the agent has been giving wrong answers for a week, and your dashboards never flagged it. Bento watches every run of your AI agents in production, learns what a failure looks like in plain English, and alerts you the moment behavior drifts. Every fix it finds gets remembered, so the same regression does not happen twice.
What is it:
A monitoring platform for AI agents that catches silent regressions, alerts you in plain English, and improves with every release.
Who is it for:
Teams running AI agents in production who find out something broke from a customer, not a dashboard.
Alternative to:
LangSmith, Langfuse, Arize, or finding out from an angry customer.
Why we like it:
We like Bento because it captures every trace, lets you describe failure modes in plain English and alerts on them in real time, and turns each production fix into a lasting improvement, so your agent gets more reliable instead of quietly breaking.
Explore more app discoveries
Missed a previous issue? Don’t worry! Catch up on all the incredible apps we’ve featured in past issues and find hidden gems you might have overlooked.
 | An AI-first CRM that pulls every email, meeting, and note into one activity feed and suggests the next step for each account. |
 | An agent-native cloud platform that gives AI coding agents the infrastructure to build, deploy, and run production apps. |
 | An AI-native technical assessment that has candidates build real features on your codebase, then shows exactly how they used AI. |
 | A context layer that unifies your scattered business data into one governed source of truth that any AI tool can use. |
Your next 100 customers are already in Apollo
Find, reach, and close your perfect deals — without juggling five tools or hiring more reps.
Apollo gives you everything you need to build real pipeline, fast. From inbound to outbound, first touch to close.
All in Apollo.
Sponsor • Positive Surfer
Get Your Brand Cited by AI, Not Just Ranked on Google
Positive Surfer helps you write content that ranks in Google and gets pulled into answers from ChatGPT, Perplexity, and Google AI Overviews. One workflow to win both traditional search and the AI engines your customers now ask.
Why Positive Surfer Works:
Content Editor with live scoring: Get real-time guidance on structure, entities, and facts so every draft is built to rank.
AI Visibility Tracker: See how often ChatGPT, Perplexity, Gemini, and AI Overviews cite you versus competitors.
Mention Gap analysis: Find the exact prompts where rivals get cited and you don't, then close the gap in one click.
Auto-Optimize: Add missing facts, entities, and internal links automatically to secure your spot as the source AI trusts.
AI writer: Generate on-brand, citation-ready articles in minutes instead of hours.
Trusted by teams at ClickUp and thousands of agencies to grow organic and AI traffic together. See why the brands AI cites 25% more often use Positive Surfer.
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