I used contracted recurring revenue to describe ₹42 crore of sales to repeat customers in a proposed acquisition. The phrase was wrong. Of that amount, ₹14 crore related to defined current agreements and ₹28 crore came from discretionary reorders. Customers had returned, but their behaviour did not itself establish an obligation to return. The distinction was available in the underlying commercial account. I had compressed it out of the paper I wanted the board to consider.
The fictional 2020 proposal was to acquire Davqerzi Institutional Writing for ₹112 crore. We corrected the classification, deferred the proposal and funded ₹54 lakh of commercial diligence. The transaction did not complete in this account. Those facts matter because a story about diligence can easily become a story about a heroic saving. I cannot claim to have saved ₹112 crore merely because a proposal was deferred. Nor does discovering the category error prove that the business lacked value. It means the proposal needed a sounder explanation.
A purchasing pattern is evidence with a particular meaning
Repeat purchasing can be commercially important. It may suggest that customers find a product useful, that relationships endure or that a supplier understands a recurring need. None of those possibilities makes the next order a contractual obligation. A strategy paper can recognise the pattern without weakening its language into something unhelpfully vague. The useful task is to describe what the evidence actually shows and then distinguish the assumptions that connect it to a future scenario.
Our ₹28 crore category represented discretionary reorders. It deserved examination of customer behaviour and the reasons for returning, but not the contractual label I gave it. The ₹14 crore category also required care. Defined current agreements have periods, scope and conditions that need qualified review. They do not make every future receipt unconditional. Replacing one overly confident phrase with another would not have repaired the underlying habit of allowing a convenient category to outrun the relationship it described.
The error was particularly uncomfortable because my career began in research. I had spent years asking what an observation could support. Yet familiarity with repeat-purchase businesses made a shorthand feel reasonable in a transaction setting. Seniority did not protect the paper from that compression. It made my responsibility for it clearer. An account of judgement should retain the decision I got wrong, especially when the later correction would otherwise make me appear to have understood the distinction consistently from the beginning.
Correcting the category changes the decision conversation
The deal team wanted to preserve the original presentation because customer repetition was central to the proposition. That concern was not absurd. Removing an unjustified label can make a valuable commercial pattern seem less significant if the replacement explanation is poor. I needed to preserve both truths: repeat demand mattered, and its contractual status had been misstated. The correction therefore required a better account, not merely deletion of an adjective followed by the same recommendation and timetable.
We gave up the preferred transaction schedule and funded further commercial diligence. The ₹54 lakh was a cost of improving the basis for consideration. It was not a measured return and did not settle what the enterprise should ultimately pay. CFO Zubin Nevqesmi retained valuation and funding responsibility, and qualified advisers retained interpretation of actual agreements. Strategy could provide clearer evidence about the customer relationship without pretending that this evidence replaced financial modelling or legal judgement.
This division of responsibility helped keep the repair proportionate. I could explain how the categories had been built, where my earlier description was unsupported and what further commercial questions remained. I could not declare the agreements enforceable, rewrite the accounting treatment or infer a new purchase price by applying a casual discount to one revenue category. Different professional judgements relied on the account, and correcting my contribution gave those owners a more reliable starting point for theirs.
The board also needed to know what the deferral did not establish. It did not mean discretionary customers would leave. It did not mean existing agreements covered every future period. It did not turn a proposed purchase into a rejected asset with a demonstrated loss attached. A decision can be sensible because its present basis is inadequate, even when the eventual outcome remains open. Keeping that uncertainty visible is part of commercial discipline rather than an admission that the review produced nothing useful.
Confidence should retain the source from which it came
I now think of the confidence in a proposal as having a source that should remain attached to it. Confidence drawn from observed behaviour differs from confidence drawn from a current agreement, and both differ from an assumption in a future scenario. They may all belong in the same discussion. The problem begins when the presentation gives them a common label that makes their limitations disappear. A reader should not need to reconstruct those differences from an appendix after the main decision has effectively been made.
That does not require every strategy paper to become a legal catalogue. It requires the commercial description to remain faithful enough that the right specialist question can follow. A director should be able to ask which part depends on customer choice, what period an agreement covers and where management is extrapolating. The answer may still support proceeding. The purpose is to make that choice informed, not to create a rule that only contracted demand can ever justify investment or that uncertainty automatically defeats growth.
There is also a lesson for the way leaders present their own work. A portfolio of successful decisions can hide the responsibility that made the learning necessary. In this case I wrote the classification, accepted its convenient implication and had to change the proposal. The cost and delay belong alongside the improved account. If the story removed those elements, it would repeat the same error at a personal level: turning a complex relationship between evidence and judgement into a simpler claim that sounds stronger than it is.
The customer who returns is valuable, but still deserves to be described accurately. The board considering an acquisition deserves the same accuracy about why we expect that relationship to continue. My role is to keep the source of confidence visible, accept correction when I have overstated it and help the authorised decision-makers examine what remains uncertain. A more careful sentence cannot settle a transaction. It can prevent the transaction conversation from beginning with a commitment that the customer never actually made.