How does the system get more accurate over time?
Vantage improves through a weekly correction cadence that turns your feedback on real records into training data, gradually capturing both your explicit criteria and your tacit judgment.
Vantage gets more accurate through the correction cadence: every week you review the output and mark where the system was wrong. Each correction becomes a training input that improves the next week’s output.
This is how tacit knowledge gets transferred. The Voice Corpus captures what you can articulate about your evaluation standard. The correction cadence captures what you cannot—the pattern recognition that becomes visible in your responses to actual cases.
Why Month 1 is not Month 6
In Month 1, the system runs on the Voice Corpus alone. It has your explicit criteria, your stated ICP signals, your named disqualifiers. It does not yet have the full depth of your judgment—the edge cases, the contextual factors, the situations where your standard bends.
By Month 3, the system has processed several dozen real corrections. It has seen your actual responses to records that tested its initial assumptions. The patterns it missed in the Voice Corpus have started to emerge.
By Month 6, the system reflects how you actually think about your pipeline, not just how you described it in the setup sessions. The accuracy improvement is not linear—it accelerates as the pattern library fills in.
What kills the improvement curve
The improvement stops when the correction cadence stops. If you stop reviewing the weekly output, the system’s accuracy stagnates at whatever level it reached the last time you corrected it. It does not deteriorate—but it also does not improve.
This is why principal engagement is the single most important factor in Vantage performance. The technology is not the variable. Your participation is.
Does the model ever stop improving?
Practically, accuracy asymptotes around Month 9–12 for most clients—the system has learned the stable patterns in your judgment. After that, corrections are mostly maintenance: updating for new market conditions, new services, or changes to your ICP. The correction cadence continues, but the weekly time commitment is lower because the error rate is lower.
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Connected questions:
- What is the correction cadence and why does it matter?
- What should I expect in Month 1?
- What does accuracy mean for a system like this?
Related: The correction cadence · What to expect in Month 1 · What accuracy means
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