Sector & scale estimates
What the validity gap looks like across industries and revenue
why the conservative floor holds across scale · where the exposure
concentrates by how your business transacts
The headline number
The same conservative floor the Validity Gap questionnaire uses produces, for a typically procurement-intensive business, a validity gap of about 2.38% of annual revenue — the recognition-integrity cost it carries, before any reconciliation labour. One thing moves that figure: how much of its revenue runs back out as procurement spend. The more procurement-intensive the business, the higher it sits; how large the business is barely moves it at all. Reconciliation labour is counted separately, as an operating-leverage line, never folded into this number.
These are floor figures, computed from the same anchors as the Validity Gap questionnaire at a typical procurement intensity, counting only the recognition-integrity cost — reconciliation labour is a separate operating-leverage line (roughly ₹14 lakh a year on a ₹50 crore business), not folded in. They are deliberately conservative; the actual cost in most environments runs higher. The point is not the exact number — it is that the percentage barely moves as the business scales.
How it scales
At the floor, the gap scales almost exactly with revenue — so the share of revenue it consumes stays close to level as a business grows. There is no mid-size point where the cost suddenly spikes, and no scale at which it disappears. The two places the real share departs from the flat line are at the very ends.
You might expect a particular size at which the problem is worst — large enough to have real procurement volume, not yet large enough to have institutionalised controls. The evidence does not show that peak. The share is roughly level across the mid-market; the cost grows with the business rather than concentrating at one size.
Below roughly ₹100 crore in revenue, fixed reconciliation overhead is proportionally larger against a smaller base, so the real share tends to sit at or above the floor. The estimate here is also the least anchored — for small businesses the coefficients are extrapolated from theory and market data rather than from directly comparable audited filings.
The line is roughly flat with a mild decline, and the one clear break is near the ₹500 crore revenue boundary: above it, at the largest, most institutionally sophisticated firms, the quantifiable dispute line shrinks toward zero. They reclassify and actively work down disputes, so the part of the gap you can read off a balance sheet steps lower as revenue grows.
What shrinks is the measurable line. The exposure moves into harder-to-quantify places — regulatory and tax contingents, unbilled-revenue recognition residue, intra-group concentration. There, the conservative floor is best read as a proxy for a larger, less-quantifiable recognition-integrity exposure, not as the whole of it. The methodology sets this out in full.
By how your business transacts
The five-anchor skeleton is the same for every business. What changes by industry is the composition — which part of the gap dominates. And composition tracks how a business transacts far more cleanly than what it sells. Two materials manufacturers and a fashion maker share a gap shape; a pharma distributor and an FMCG distributor share a different one. Three shapes cover most of the field.
Own-account real-estate development, turnkey capex buyers, large discrete-project owners, civil contracting on own books.
High-value milestone contracts, retention, and variation claims. The gap concentrates in disputes and in the timing question — when does work that has been done become accounting truth. Unbilled-recognition residue is the characteristic exposure.
Manufacturers that buy materials continuously to a bill of materials — cement, metals, auto components, packaged-goods manufacturing, textiles, paints.
High-volume purchasing, three-way matching at scale, material price variance, and input-credit mismatch. The gap concentrates in procurement leakage and GST input credit. Formal disputes are lower — differences settle through debit notes.
Distribution and channel businesses moving many small transactions — pharma, packaged goods, technology distribution, multi-site networks.
Many-to-many small transactions, channel financing, scheme and claim reconciliation, and receivables that age. The gap concentrates in tax-withholding reconciliation, the receivables side of disputes, and the sheer volume of reconciliation work.
Today the same conservative floor sizes all three shapes — the category tells you where to look and what to lead the conversation with, not a different number. Per-sector adjustment factors are still being evidenced. Until they land, the percentage is sector-agnostic and the shape is the qualitative half of the story.
What moves the magnitude
Two businesses at the same revenue can carry very different gaps — because of what they build, not how big they are.
The dispute-carrying part of the gap is where industries separate most. Work with long cycles, heavy change-orders, and routine arbitration — large infrastructure construction, for instance — carries materially more dispute cost than standardised, milestone-paid work that settles cleanly. At the same revenue, the most dispute-exposed work can carry roughly twice the total validity gap of the most standardised, and the dispute-carrying portion alone varies more widely than that.
Revenue size, by contrast, barely shifts the percentage. That is the asymmetry worth holding onto: when you size your own gap, the honest inputs are how much you procure and how dispute-prone your contracting is — not how large you have grown. The single largest component of the gap, procurement leakage, is still sized on one industry floor regardless of what you build, so the by-industry spread here is a real but directional tendency, not a calibrated multiplier. It points; it does not yet measure.
What these estimates do not yet do
Each of these bears on how a careful reader should weight a by-sector or by-size figure. None of them is buried in a footnote.
Every coefficient sits at the conservative end of its evidence range. The floor exists to be hard to argue down, not to claim what a given business actually carries — which is almost always higher.
Procurement leakage is the biggest part of the gap, and it is still sized on a single industry floor regardless of what you build. So every by-sector figure here is floor-grade, and the spread between industries is a directional tendency rather than a measured multiplier.
The estimate applies a uniform floor across industries. Real leakage and dispute-aging patterns differ — materials, fashion, pharma, distribution and real estate do not behave alike. Per-sector adjustment factors are work in progress; until they land, the number is sector-agnostic.
At very large scale, past roughly ₹500 crore in revenue, the quantifiable dispute line collapses toward zero while the exposure relocates into contingents, unbilled-recognition residue, and intra-group concentration. There the ≈2.38% is best read as a conservative reference rate, not a literal measurement; the evidence-backed envelope is lower — on the order of ~1% of revenue. That ~1% is carried context for the full company-wide gap, not a figure to quote as “your gap.” Lead instead with the addressable, enforcement-eligible zone — the contract-governed surface that recognition can actually act on — and hold the company-wide figure as context behind it.
The sector patterns here are read from the audited filings of listed companies, used as evidence that the problem is endemic across an industry. They are not a customer list, and nothing here implies any named company is one.
The floor estimates the cost you carry today. It does not forecast how much would be recovered by enforcing recognition — that depends on how much contract-governed surface comes into scope and on your existing controls. None of this public data substitutes for your own books.
In summary
The gap runs under two and a half percent of revenue at the floor, stays roughly level as a business grows, and concentrates wherever your transactions do their work — disputes and recognition timing for project businesses, procurement and input credit for manufacturers, withholding and receivables for distribution. The floor is deliberately conservative, and at the largest firms a proxy for exposure that has relocated rather than disappeared. Every coefficient behind it traces to a primary source.