Question Bank › Winning more per swing than they used to — and t

Winning more per swing than they used to — and the change is recent, real, and still playing out

Calls Tested
482
Answered YES
6
Hit Rate
1.2%
rare by design

Kopin Corporation (KOPN) — this company's answers

NO on the Q4 2023 call 2024-03-14 C+
The model's full reasoning — Q4 2023 call → NOWe need to determine if the transcript supports a YES for the three-part phenomenon. Let's analyze. The question asks: Does management convey that the company has recently begun converting its opportunities into actual won business at a clearly higher rate or scale than its own recent past, and does management ground this improvement in real events that already happened while indicating that the same improved conversion is still continuing right now? We need to find evidence of: 1. Self-comparison showing improved conversion (contrast with own prior rate). 2. Evidence is real and already banked (actual wins, orders, etc.). 3. Improvement is presented as still in force (continuing). Let's read the transcript. Michael Murray's opening: "I am very proud of the significant progress we have accomplished this past year on our transformation plan and achieving our fifth consecutive positive book-to-bill quarter, enabling over $55 million in backlog for 2024." That indicates a streak of positive book-to-bill, but does it compare to prior? It says fifth consecutive, so it's a trend. But is it a higher rate than before? Possibly, but not explicitly a comparison of conversion rate. Later: "we booked follow-on orders of approximately $6 million for our thermal weapon IP assemblies as well as several smaller orders which resulted in a book-to-bill of approximately 1.2 to 1 for the fourth quarter, as mentioned, our fifth consecutive positive book-to-bill quarter." That's a fact. Then: "The $6 million order was a follow-on and the $20.5 million order is a new configuration that we received this quarter and represent a significant increase in year-over-year volume in future revenue and brings our current backlog level to $55 million. We believe this is a record level of orders for the last 10 years." That indicates a record backlog, but does it say conversion rate improved? It says "significant increase in year-over-year volume" and "record level of orders" - that suggests scale is higher than past. But is it a self-comparison of conversion? Possibly. Then: "Furthermore, we do anticipate additional follow-on orders for both of these products and other products as well in 2024." That indicates continuing. Then: "Based just on this current demand, Kopin will potentially ship triple the volume of weapon sites within the calendar year of 2024." That's a projection.

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Show the exact prompt the model was given
Using ONLY the supplied earnings call transcript and no outside information: On this call, does management convey that the company has RECENTLY BEGUN CONVERTING ITS OPPORTUNITIES INTO ACTUAL WON BUSINESS AT A CLEARLY HIGHER RATE OR SCALE THAN ITS OWN RECENT PAST — that when the company goes after orders, customers, contracts, projects, approvals, placements, or engagements, it is now landing them more often, faster, or bigger than it was landing them several quarters ago — AND does management ground this improvement in real events that already happened while indicating that the same improved conversion is still continuing right now? Answer YES when management's own words convey, in whatever form fits the business, ONE coherent phenomenon with all three parts present: (1) A SELF-COMPARISON SHOWING IMPROVED CONVERSION. Management contrasts how the company is currently converting opportunities into won business against how it converted them before — for example: win rates, success rates, close rates, or hit rates described as visibly higher than the company's own recent norm; a much larger share of pursuits, bids, evaluations, trials, or discussions now ending in the company's favor; wins now arriving at a frequency, pace, or size the company was not achieving several quarters ago; business the company used to lose, miss, or fail to land now being captured; or management plainly saying that its efforts are producing more than the same efforts used to produce. The comparison must be against the company's OWN prior experience — not against competitors, the industry, or last year's market conditions. (2) THE EVIDENCE IS REAL AND ALREADY BANKED. The improved conversion must be demonstrated by things that actually happened in the recent period — actual wins, signings, orders, awards, placements, openings, or customers landed and identifiable in management's account — not by pipeline, interest, proposals outstanding, or management's confidence about future closings. (3) THE IMPROVEMENT IS PRESENTED AS STILL IN FORCE. Management conveys, directly or plainly in substance, that this improved conversion is not a finished episode: further wins of the same kind are continuing to arrive, are in late stages, or are expected from the same drivers already at work — so the recent wins read as the early stretch of a changed trajectory rather than a completed burst, with reasons for the improvement attached to the company itself (its offering, capability, reputation, positioning, or execution) rather than to a one-time external event. Answer NO if management reports strong demand, growth, or good results without contrasting current conversion against the company's own prior rate of converting. NO if the claimed improvement rests on pipeline, quotes, proposals, or hoped-for closings rather than on business actually landed. NO if the improvement is attributed mainly to a one-time event, a single unusual deal, an easy comparison, seasonality, or a temporary condition management expects to fade. NO if management describes the run of wins as concluded, slowing, or unlikely to continue. NO if winning at this rate is simply normal for this company and nothing about its conversion has recently changed. NO if the idea appears only in an analyst's question or characterization that management does not itself affirm. Use only the supplied transcript. Answer only YES or NO.

Companies that answered YES

TickerCompanyCallDateCall grade
NICE NICE Ltd. Q4 2023 2024-02-22 B+
IMAX IMAX Corporation Q2 2023 2023-07-26 B+
GVP GSE Systems, Inc. Q1 2023 2023-05-15 D
FAT FAT Brands Inc. Q4 2021 2022-03-21 F
TENB Tenable Holdings, Inc. Q2 2021 2021-07-27 A
LBTYK Liberty Global's Q1 2016 2016-05-10 C+

How the model reasoned

FAT · Q4 2021 → YESThe question is about whether management conveys that the company has recently begun converting its opportunities into actual won business at a clearly higher rate or scale than its own recent past. ...**YES** Management conveys an improved conversion rate through the statement that new construction and franchise sales are "stronger than we've seen in many years, if not ever," directly contrasting current performance against their own historical experience.
IMAX · Q2 2023 → YESThe question is about whether management conveys that the company has recently begun converting its opportunities into actual won business at a clearly higher rate or scale than its own recent past. ...YES Management explicitly contrasts current signings performance against its own recent past (84 YTD vs. 47 in all of 2022; 46 in Q2 vs. 13 in Q2 2022; 68 new systems vs.
LBTYK · Q1 2016 → YESThe question is about whether management conveys that the company has recently begun converting its opportunities into actual won business at a clearly higher rate or scale than its own recent past. ...**YES** Management conveys exactly this three-part phenomenon. (1) Self-comparison: They repeatedly contrast current conversion against their own recent past.

More from the question bank

This quarter could not have been described lBetting on a customer they cannot yet nameConversion calendar in handSecond wave already orderingGround-level proof points accumulatingInsiders still discovering the upsideAll questions →
Not investment advice. Artul.ai publishes AI-generated earnings-call quality grades and expected-volatility estimates — never buy or sell recommendations. We tested over 1,600 predictive hypotheses against 165,000 transcripts; the honest result, including what failed, is documented in our methodology.