Answer a short set of questions about the peak pattern, the assay, and your LC–MS conditions — about three minutes, no account needed — and get the most probable mechanistic causes ranked, each with a confirmation test and a fix.
How this works
- Answer a short set of questions about the peak pattern, the assay, and your LC–MS conditions.
- The engine weights your answers and ranks the most likely causes.
- You get a confirmation test and a fix for each cause, top cause first.
How it works: AI-assisted troubleshooting for regulated small-molecule bioanalysis
Peak tailing at LLOQ?
Broad peaks in plasma samples?
Fronting at ULOQ?
Unstable integration during validation batches?
In regulated PK bioanalysis, peak distortion is not cosmetic — it impacts:
- Accuracy
- Precision
- LLOQ robustness
- Reportable data integrity
- Regulatory confidence
This engine analyzes your method conditions and ranks the most probable mechanistic causes, with confirmation tests and corrective actions.
🚀 What This Tool Does
The LC–MS PK Peak Integrity Engine evaluates:
- Injection solvent mismatch
- pH / pKa misalignment
- Secondary silanol interactions
- Metal adsorption effects
- Column aging / contamination
- Buffer strength limitations
- Matrix-driven distortion
- Sample precipitation at column head
- Column overload
Instead of a checklist, you receive:
- 🔎 Ranked mechanistic probabilities
- 🧪 Targeted confirmation experiments
- 🛠 Specific corrective actions
- ⚠ Regulatory risk impact assessment
- 📘 Preventive SOP recommendations
This is structured decision support — not generic advice.
🎯 Designed Specifically For
- Small molecule PK assays
- Plasma/serum matrices
- Triple quadrupole LC–MS
- GLP / GCP / regulated environments
- Scientists validating or maintaining bioanalytical methods
If you’re troubleshooting during validation, partial validation, or routine production batches — this tool is built for your workflow.
🧠 Why It’s Different
Most troubleshooting resources are:
- Generic
- UV-centric
- Non-regulatory
- Non-mechanistic
LabVeda combines:
- Documented LC–MS bioanalytical evidence, with sources cited
- Structured troubleshooting logic
- AI-assisted feature scoring
- Regulatory-aware decision framing
This engine translates real-world experience into structured, reproducible logic.
⏱ Takes 2–3 Minutes
Answer a short set of high-signal questions about:
- Peak behavior
- Injection conditions
- Chemistry
- Column state
- Sample prep
- Matrix
The engine calculates weighted hypotheses and returns the most likely root causes.
🔒 Built for Scientific Rigor
Every recommendation includes:
- Mechanistic reasoning
- Confirmatory experiment
- Practical corrective action
- Preventive SOP-level guidance
This makes it suitable for use in:
- Method development
- Assay transfer
- Validation troubleshooting
- Lifecycle management