Methodology v2

The complete formula.
Published, not asserted.

Every weight, every benchmark, every penalty threshold is documented here. If you disagree with the model, argue with the math.

Master five-step formula

STEP 1 — Compute four independent dimension scores (each 0–100) F = Financial Viability T = Team & Founder Quality M = Market & Product-Market Fit O = Operations & Legal Readiness
STEP 2 — Linear weighted base LinearScore = F·0.35 + T·0.32 + M·0.28 + O·0.05
STEP 3 — Imbalance penalty (non-linear) if min(F,T,M,O) < 30 → penalty = (30 − min) × 0.5 else if min(F,T,M,O) < 50 → penalty = (50 − min) × 0.2
STEP 4 — Hard floor penalties (capped at −45 total)STEP 5 — Stage adjustment + localisation FinalScore = clamp[5..98]( LinearScore − Imbalance − Floors − Consistency + StageAdj + Localisation )

Dimension weights — evidence-based

DimensionWeightPrimary evidenceKey finding
Financial Viability35%CB Insights / NASSCOM38% of Indian startups fail due to cash flow
Team & Founder Quality32%Payne 2011 ACEF Scorecard, JSR 2024Scorecard Method assigns 30% to team
Market & PMF28%CB Insights, NASSCOM 202535% fail due to poor product-market fit
Operations & Legal5%NASSCOM 2022Operations is hygiene, not predictor — extremes via floors
Citations: CB Insights Global Startup Failure Report; NASSCOM India Tech Startup Report 2024–2025; Payne, B. (2011) Scorecard Valuation Methodology, ACEF; JSR 2024.

Dimension 1 — Financial Viability (35%)

F = (CapRatio × 40) + (RunwayScore × 30) + (BurnEfficiency × 15) + RevenueBonus + GrowthBonus
CapRatio = min(CapitalAvailable / CapitalRequired, 1.0)RunwayScore = min(MonthsRunway / SectorBenchmarkRunway, 1.0)BurnEfficiency = max(0, 1 − (MonthlyBurn / SectorMedianBurn) × 0.6)RevenueBonus = +10 if generating revenueGrowthBonus = +5 if MoM revenue growth > 20%

Dimension 2 — Team & Founder Quality (32%)

T = ExpScore + CoFounderSignal + PriorExit + Completeness + EducationSignal − SkillGapPenalty
ExpScore = min(FounderDomainYears / 15, 1.0) × 25CoFounderSignal: solo=+7 | 1+ co-founders=+15PriorExit = +15 if successful prior exitCompleteness = (TeamCompletenessRating / 10) × 20EducationSignal: tech=+5, business=+5 (max +10)SkillGapPenalty: none=0 | minor=−3 | moderate=−12 | major=−25

Dimension 3 — Market & PMF (28%)

M = (TAM × 0.30) + (Comp × 0.25) + (Diff × 0.20) + CustVal + PMF + LTV_CAC_Adj
TAM (Indian, ₹ Cr): ≥5,000 → 100 | 1,000–5,000 → 80 | 100–1,000 → 55 10–100 → 30 | <10 → 15
Comp: blue ocean=100 | moderate=68 | high=38 | dominated=12Diff: (self 1–10 / 10) × 100CustVal: +15 if paying customers OR LOIsPMF: +10 if explicitly confirmedLTV:CAC: >3:1 → 0 | ~1:1 → 0 | <1:1 → −8 | unknown → −5

Dimension 4 — Operations & Legal Readiness (5%)

O = (Reg × 0.40) + (Infra × 0.30) + GST + IP + LandPenalty + LegalPenalty
Reg: none=100 | low=80 | medium (FSSAI/BIS)=55 | high (RBI/SEBI/CDSCO)=25Infra: (self 1–10) × 10GST: +10 if registeredIP: trademark=+5 | trade secret=+8 | patent=+12Land penalty (if not arranged): shop=−5 | warehouse=−15 | factory=−25Legal: minor=−5 | major=−20 (also triggers a hard floor)

Hard floor penalties (cumulative, capped at −45)

#TriggerPenaltySeverity
1Capital available < 35% of requiredUp to −21Critical
2Runway < 6 months−25Critical
3Major legal / compliance issues−30Critical
4Dominated market + Differentiation < 4/10−22Critical
5Critical skill gap + No prior exit−20Critical
6Growth stage + No customer validation−18High
7High-regulation sector + No GST−12High

Stage adjustment

StageAdjustment
Idea−5
MVP0
Revenue+5
Growth+8

Localisation adjustment (Part 25)

LocalisationAdj = BurnNormalisation + TalentMarketAdj + StateSchemeBonus
BurnNormalisationDelta: 0 to +3 pts (lean burn premium)TalentMarketAdj: 0 to −8 pts (skill-gap × local talent depth)StateSchemeBonus: +2 to +3 pts (state-specific startup policies)
Total localisation: capped at ±8 pts.Always shown SEPARATELY in the score decomposition.

Score-band verdicts

ScoreVerdictInvestor interpretation
75–100Investment-readyTop quartile for stage; runway, team, market aligned.
58–74High potential — gaps to addressStrong fundamentals with 1–2 addressable weaknesses.
40–57Needs significant reworkMultiple dimension gaps; structural improvement needed.
5–39Not viable in current formFundamental viability gaps; pivot likely required.

24-rule consistency checker

Every submission is validated against 24 rules before scoring begins. Arithmetic impossibilities block scoring. Statistical implausibilities trigger penalties. Stage contradictions auto-correct the stage. Opacity is penalised as a signal.

CategoryChecksAction when triggered
Arithmetic impossibilities8Block — scoring cannot proceed until corrected
Statistical implausibilities8Penalty + opacity flag — score adjusted, flagged in report
Stage-claim contradictions8Auto-correct — stage downgraded, flagged
Total24
All benchmark sources reviewed annually: NASSCOM (Jan), SIDBI MSME Pulse (quarterly), Bain India (annual), Redseer (annual), NABARD (Apr), RBI Digital Payments (May), KPMG EdTech (annual), DPIIT (quarterly).