AI-Powered Root Cause Analysis for Failed Lab Protocols

Stop guessing why your molecular assays failed. Describe your protocol to generate ranked hypotheses, troubleshooting suggestions, and validation steps in under 60 seconds.

Sandbox Diagnostic Output

Select an assay template on the left (or edit the details) and click run to simulate our multi-step AI troubleshooting agent.

11+
Experiment Types
PCR, CRISPR, ELISA, & more
5
Failure Categories
Reagents, cycles, quality...
AI
Ranked Hypotheses
Under 60s analysis time
Active
Reasoning Engine
Step-by-step diagnostic reasoning

Core Capabilities

Scientific Precision, Not Guesswork

FailedExp Agent replicates the analytical pathway of a senior postdoc to isolate and resolve experiment failures.

Advanced Tech

Multimodal AI Reasoner

Our core troubleshooting model isn't just parsing text. It analyzes precise concentrations, pH factors, temperatures, and cycling durations to diagnose hidden failures.

Precision

Ranked Hypotheses

Get hypotheses ranked by confidence and ease of testing. Save hours of aimless troubleshooting in the lab.

Extensive Database

11+ Assay Pathways

From simple PCRs to complex next-generation sequencing libraries, our knowledge base covers the full spectrum of molecular biology.

Lab Shareable

Audit-Ready PDF Reports

Export clean, professional troubleshooting summaries detailing the reasoning, hypotheses, and corrective experiments to share with your PI or group.

Supported Assay Methods

Our modeling engine parses custom protocols for a wide list of biological assays

PCRqPCRWestern BlotELISARNA-seqCRISPR EditCell CultureFlow CytometryImmunofluorescenceCloningProtein PurificationSanger SequencingChIP-seq

Stop Guessing.
Diagnose Your Failure Instantly.

Save your protocol histories, compile troubleshooting checklists, and share pdf reports with your team.

Select a plan to start diagnosing failed runs immediately