Leadkaun

Score Evolution

A grade that changes
should say why.

A number that moves on its own is a number reps stop trusting. Score Evolution keeps an append-only timeline of every change, grade, confidence and all three sub-scores frozen at each event, so a drop from A to C traces to the exact thing that caused it.

Priya Sharma · score history

append-only
C
Grade Ctoday

14 days silent, intent decayed

B
Grade B9 days ago

One reply, then quiet

A
Grade A22 days ago

New enquiry, strong ICP fit

Illustrative. Each event freezes the full score state as it was at that moment.

01The live product

Open a lead and read its whole history.

This is the actual lead view. Log a call or a WhatsApp reply and watch a new event append to the timeline, with the grade and sub-scores it produced.

LeadkaunLead3
PS

Priya Sharma

Sunrise RealtyWebsite formQualified

₹42L

Expected

Lead Score

Fit

33/40

Intent

22/30

Quality

26/30

A

Total 81/100 · Grade A needs Fit 65, Intent 60, Quality 60

Inquiry / Notes

Asked for pricing on WhatsApp

  1. Lead imported and graded

    on arrival

Details

Phone

+91 981000 100021

Email

priya@sunriserealty.in

Source

Website form

Assigned to

Aditya Rane

Added

14 Apr

First contact

not yet

Score Evolution

CImported and gradedon arrival
BReplied on WhatsAppday 2
ALatest signalnow

Quick answer

What is Score Evolution and why did a lead's grade change?

Score Evolution is an append-only timeline of every score change on a lead. Each event freezes the grade, confidence and sub-scores as they were, so a drop from A to C names its cause, usually intent decay after silence, sometimes a duplicate or an ICP change. It is a scoring history, not a compliance audit trail, and we do not claim it as one.

02What it holds

Reps stop trusting numbers that move on their own.

The fix is not fewer changes; it is a reason attached to every one. Four things the timeline keeps.

Timeline

Every change, in order

Each score event is appended, never overwritten, so the record of how a lead moved survives the lead moving.

Frozen

State as it was

Grade, confidence and all three sub-scores are captured at the moment of the change, not recomputed later.

Cause

Why it dropped

Intent decay after silence, a duplicate detected, or an ICP change that re-graded the book. Each looks different.

Back-test

Did the grades predict the outcome?

Frozen history is the only way to check whether your scoring was right, rather than assuming it.

03A worked example

Grade A yesterday, Grade C today.

Nobody touched the lead, and that is exactly the problem, silence is a signal. Intent falls as a lead goes quiet, so a fortnight without a reply moves the grade on its own. The timeline names it, so a rep sees a cause instead of a mystery.

A
Grade Aday 0

Fit 82 · Intent 70 · Quality 60

New enquiry, strong ICP fit

B
Grade Bday 9

Fit 82 · Intent 48 · Quality 60

One reply, then quiet

C
Grade Cday 22

Fit 82 · Intent 22 · Quality 60

14 days silent, intent decayed

Fit and Quality held. Only Intent moved, and the timeline says so.

04An honest boundary

A scoring history. Not a compliance audit trail.

What it is

A record of why a grade moved, that reps and managers can read.

Append-only, so it holds up as evidence when you back-test grades against closed deals.

What we won't claim

Tamper-evidence or retention guarantees for a compliance regime.

Calling it a compliance audit trail would imply promises we have not made. So we don't.

05In their words

A rep will not act on a grade they cannot explain.

Before

Forty portal enquiries a day, and the one we called first was whoever had messaged most recently.

We were never short of leads. We were short of an order to work them in. The first morning the queue told us to call a site visit from nine days ago before any of the fresh ones, and that settled an argument we had been having for two years.

Mandar Deshpande

Director of Sales, Vaastavik Realty

Pune · Real estate

06FAQ

History questions.

Product mechanics, published in full at /methodology

Append-only

Every change kept, never overwritten

Frozen state

Grade + sub-scores captured as they were

Named cause

Decay, dedup or ICP change, labelled

Back-testable

Check grades against real outcomes

08 · Ready when you are

Give every grade a reason reps can read.

Import your leads. From the first score onward, every change is recorded, so nobody has to guess why a grade moved.

Free ₹0 · no card · same-day setup