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AI agents suck.
When they don't have Ledda.

They hallucinate. They skip steps. They fail without a single error. Ledda catches it all — before your customers do.

Setup in 10 minutesOpenTelemetry nativeNo credit card required

Every AI issue costs you hours and trust

Here's what changes when your support team can see inside AI conversations.

30+ min< 1 min

To understand what the AI actually did

60%< 10%

Of AI tickets escalated to engineering

HoursSeconds

For support to get full conversation context

ReactiveProactive

Find issues before customers report them

The problem

Your AI handles thousands of conversations.You hear about failures from customers.

cancel_and_refunda8f2e...b59f
Mar 13, 14:23 GMT-3
⏱ 12.4s# 3,847$ $0.042
0ms12.4s
cancel_and_refund
12.4s
chat gpt-4o
1.2s
cancel_subscription
340ms
process_refund✗ skipped
chat gpt-4o
0.8s
Refund request not addressed — partial completion detected

Silent failures are your biggest risk

Your AI completed the conversation. No crash, no error. But it hallucinated a refund policy, skipped a cancellation, or gave a confidently wrong answer.

Traditional monitoring catches none of this.

Support Inbox3
Sarah K.3h ago

"Your AI told me I have a 60-day return window. That's not your policy. I want a manager."

ESCALATEDAssigned to Engineering
Marcus C.5h ago

"I asked to downgrade but got charged for Enterprise?"

Tom R.6h ago

"I was charged twice and nobody helped me..."

You find out from customer complaints

Your agent broke 3 hours ago. You learn about it from an angry email. Now you're firefighting instead of building — digging through raw logs to piece together what happened.

The default feedback loop is broken.

# eng-support-escalationsThread
J
Jessica2:41 PM

Hey eng — customer says AI cancelled their sub but didn't process the refund. Can someone check?

D
21 min in this thread4th escalation today

Debugging eats your engineering hours

Every weird AI response means an engineer drops what they're building, traces through logs, and translates the problem into plain English for the team.

5-10 times a day. Every day.

How it works

Connect your traces. See everything. Ship with confidence.

10 minutes to set up. OpenTelemetry native. Every AI conversation becomes a trace you can actually read.

Every LLM call, tool use, and decision — visible

See the full chain: which model was called, what tools ran, what the agent decided, and how long each step took. With cost per conversation.

Alerts that catch what monitoring misses

Set up proactive alerts for hallucinations, cost spikes, and duration anomalies. Know when your agent breaks — not when a customer tells you.

Readable by your whole team, not just engineers

Support, product, founders — anyone can search a conversation and understand what happened. No log parsing. No engineering escalation.

ledda — trace pipeline
Conversation

Your AI agent is in production. Do you know what it's doing right now?

Connect your traces in 10 minutes. See every conversation, catch every failure.

Start free — 50k units included

No credit card required. Setup in under 10 minutes.

Frequently asked questions

Any stack that produces traces. We're OpenTelemetry native and support Traceloop, LangChain, OpenInference, and Vercel AI SDK out of the box. If you're using a custom setup, point your OTLP exporter at Ledda and it works.

Langfuse and LangSmith are developer debugging tools — great for prompt iteration and chain evaluation during development. Ledda is built for production monitoring: proactive alerts, readable traces for non-engineers, and search across all conversations. Different job, different tool.

Silent failures are when your agent completes a conversation without throwing an error — but still hallucinated, skipped a step, or gave a wrong answer. Traditional monitoring misses these entirely. Ledda runs evaluations on every conversation to flag them automatically.

Under 10 minutes if you have tracing in place. Point your OpenTelemetry exporter at Ledda and conversations start appearing immediately. No code changes to your agent required.

50,000 units with 7-day lookback. No credit card required, no time limit on the free plan. We want you to ship your agent and actually see what it's doing before you think about pricing.

That's the whole point. Support, CS, product, founders — anyone can search a conversation by user, session, or error type and understand what the AI did. No log parsing, no SQL, no asking engineering.