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Moduna | Decision Intelligence for AI Agents
Moduna · 2026-06-21 · via Hacker News: Show HN

Decision intelligence for production AI agents

See what your AI agent is missing.

Moduna turns production conversations into new business opportunities and exposes blind spots where your agent fails users, so product teams know what to build next.

Get started in minutes

One integration. A clearer product roadmap.

Instrument the agent once. Moduna continuously turns the conversations already happening in production into structured product evidence.

from moduna import Instruments, Moduna

moduna = Moduna()
moduna.init(
    {
        "app_name": "customer support",
        "framework": Instruments.LANGCHAIN,
        "api_key": "mod_...",
    }
)

Opportunity radar

Find demand before it becomes a feature request.

See emerging needs, repeated workarounds, and high-value conversations that point to the next workflow, feature, or revenue opportunity.

Emerging opportunity

Enterprise pricing handoff

+38%

Blind-spot detection

Catch failures that traces call successful.

Detect unresolved intents, clarification loops, missing handoffs, and confident answers that never actually help the user finish the job.

How it works

From production signal to the next decision.

  1. 01Connect

    Add Moduna to the agent stack you already run.

  2. 02Detect

    Cluster real conversations into goals, friction, and unmet demand.

  3. 03Prioritize

    Rank the blind spots and opportunities worth shipping next.

The intent dashboard for AI agent teams.

Moduna shows what users want, where the agent breaks, and what to improve next.

Why it matters: Refund-related conversations account for 18% of unresolved demand. Frustration is up 32% week over week, and 42% of these conversations fail to reach resolution.

1

Add guided refund escalation workflow

2

Improve billing dispute handling

3

Route enterprise pricing questions to sales earlier

IntentVolumeFailure RateImpactRecommended Agent Improvement
Refund escalation1,28442%HighAdd guided refund workflow
Billing dispute91236%HighImprove resolution policy
Subscription cancellation74029%MediumAdd retention flow
Enterprise pricing41825%HighRoute to sales earlier
Password recovery39018%MediumImprove authentication handoff

Book a DemoWatch Demo

Build from production truth

Your users already told you what to build next.

Moduna makes the signal visible, ranks what matters, and shows where your AI agent needs to improve.