Question Bank › Bigger keys handed over

Bigger keys handed over

Bigger keys handed over: the work customers now entrust has outgrown the work the company historically received

Calls Tested
428
Answered YES
2
Hit Rate
0.5%
rare by design

Duos Technologies Group, Inc. (DUOT) — this company's answers

NO on the Q4 2023 call 2024-04-01 F
The model's full reasoning — Q4 2023 call → NOWe need answer only YES or NO. Need determine from transcript if management describes company NOW BEING ENTRUSTED WITH MATERIALLY LARGER OR MORE CENTRAL CLASS OF WORK than historically received, step-up already visible in actual business won/performed. Need parse. Transcript: CEO says mid/long-term outlook unchanged, expecting improved 2024. CFO discusses delays, transition to subscription. Recurring revenues climbed 23%. Services contracts. No explicit "we are now being entrusted with larger class of work" maybe? They mention "we are in discussions with several companies outside rail industry to use our knowledge and expertise to support their edge computing requirements" - discussions, not actual. "we are progressing in talks to build first of several Duos-owned portals" - talks. "identified or are in discussions with several large telecommunications companies to deploy its data centers" - discussions. "we have also demonstrated technology to CBP" - not contract. "Our challenge is to turn that positive reaction into contracts." So not actual. They mention "recently signed deals with two major railroads for AI subscription and support services contracts" - is that step-up? It's recurring revenue, but not necessarily larger/more central class than historical? They historically did railcar inspection portals. Now AI subscription and support services maybe new model, but not described as larger or more central. They say "just the beginning." No explicit contrast. Question asks: Does management convey that engagements/projects/orders/mandates/roles winning/performing have stepped up in scale/consequence relative to what company used to be given, and step-up already visible in actual business won/performed today? Need answer YES only if management's own words convey one coherent phenomenon as present-tense reality. I think no. They talk about opportunities, discussions, pipeline, not actual larger work. They mention "we are in discussions with several companies outside rail industry" not actual. "we are progressing in talks" not actual. "we have also identified or are in discussions" not actual. "Our challenge is to turn that positive reaction into contracts." So no. Need answer only YES or NO.

← Back to the full DUOT analysis

Show the exact prompt the model was given
Using ONLY the supplied earnings call transcript and no outside information: On this call, does management describe that the company is NOW BEING ENTRUSTED WITH A MATERIALLY LARGER OR MORE CENTRAL CLASS OF WORK THAN IT HISTORICALLY RECEIVED — that is, does management convey that the engagements, projects, orders, mandates, or roles it is winning or performing have stepped up in scale or consequence relative to what this company used to be given — and that this step-up is already visible in actual business being won or performed today? Answer YES when management's own words convey, in whatever form fits the business, ONE coherent phenomenon as a present-tense reality: the new business the company is getting has outgrown the company's own historical norm. The step-up may take whatever form fits the business, for example: customers engaging the company for much larger projects, orders, programs, sites, or deployments than before; customers handing the company broader scope within a relationship — whole systems, programs, facilities, fleets, or organizations rather than pieces, pilots, or departments; the company winning work that is core to the customer's operations where it previously played a peripheral role; the company being brought in at a larger tier of customer or program than it used to serve; or management explicitly contrasting the size or kind of engagements coming in now with the ones the company historically got. What matters is that (a) the change is described as already happening in real, current work — not projected, hoped for, or merely sitting in a pipeline — and (b) management treats it as a pattern in the business now, not as a single unusual deal. Answer NO if management simply reports strong overall demand, more customers, or a good quarter without describing a step-up in the scale or consequence of what customers are entrusting to the company. NO if the story is one outsized customer or deal that management itself treats as exceptional rather than as a changed pattern across the work it is winning. NO if the larger-class work is only anticipated, targeted, or contingent on future events. NO if the growth described comes purely from the company adding capacity, selling harder, expanding channels, or raising prices, with no change in the kind of work customers are giving it. NO if bigger-scope engagements have always been routine for this company and nothing about the class of work is new. 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
SPT Sprout Social, Inc. Q2 2023 2023-08-04 B+
ASAN Asana, Inc. Q2 2022 2021-09-01 B+

How the model reasoned

SPT · Q2 2023 → YESThe question is: Does management describe that the company is NOW BEING ENTRUSTED WITH A MATERIALLY LARGER OR MORE CENTRAL CLASS OF WORK THAN IT HISTORICALLY RECEIVED? That the engagements have steppe...YES The transcript shows management describing a clear shift to a materially larger and more central class of work today. Justyn Howard states that “record new business ACVs drove ACV growth to a record 29% year-over-year as our success up-market continues to progress ahead of plan,” with 48% growth in 50k+ ARR customers and 130% in 250k+ ARR customers. Ryan Barretto adds that “the deals that are coming in are just much larger these days,” enterprise new business grew >50% YoY, and enterprise now represents a record 43% of total ARR. Joe Del Preto notes “ 24% of our total customers have one of those products” and “we see a lot of headroom there,” while highlighting “larger deals across the organizations” and “the 50,000 cohort growing over 48%.” These are presented as current, ongoing patterns in actual business won, not projections or single deals — the company is now entrusted with larger-scale, enterprise-level engagements that represent a step-up from its historical lower-tier focus. The strategic de-prioritization of low-end ARR and resulting structural improvements in NDR and LTV further confirm this change is already visible in real work.
ASAN · Q2 2022 → YESThe question is: Does management describe that the company is NOW BEING ENTRUSTED WITH A MATERIALLY LARGER OR MORE CENTRAL CLASS OF WORK THAN IT HISTORICALLY RECEIVED? That is, engagements have steppe...YES Management explicitly contrasts the historical departmental focus with the current reality of wall-to-wall enterprise expansions and deployments that now span entire organizations, divisions, and geographies. Dustin directly acknowledges the shift: “Historically, Asana has been deployed as more of a departmental solution,” then immediately describes the new pattern of “broader deployments … wall-to-wall” at companies like Just Eat, Cohesity, Fujitsu, and Gorillas, plus Fortune 50 seat expansions to 25,000–50,000 seats. Chris reinforces that these are no longer pilots or departmental pilots but “standard tool” and “wall-to-wall” mandates that coordinate 100 % of employees’ work across operations, marketing, engineering, and leadership. The transcript presents these as a repeatable, present-tense pattern already visible in Q2 wins and expansions, not isolated outliers or future targets.
ESE · Q2 2016 → NOWe need answer only YES or NO. Need determine from transcript if management describes company now being entrusted with materially larger or more central class of work than historically. Need parse. Transcript: ESCO Q2 2016. Management discusses acquisitions, technical packaging, aerospace A350, Doble, Test. Need see if any statement conveys step-up in scale/consequence of engagements. They mention "A key driver of continued success and confidence in our commercial aerospace business is we’re well ahead of our near term order and production plan on several platforms led by A350 which continues to run better than expected." That's strong demand but not necessarily larger class than historical. They mention "technical packaging group now has scale and market leadership positions across several growth markets" but that's company scale, not customer entrusting larger work. They mention "Plastique" opportunities, fiber pack capabilities, customers want sustainable fiber. Not step-up in class. Question asks specifically: "does management convey that the engagements, projects, orders, mandates, or roles it is winning or performing have stepped up in scale or consequence relative to what this company used to be given—and that this step-up is already visible in actual business being won or performed today?" Need answer YES only if management's own words convey one coherent phenomenon as present-tense reality: new business company getting has outgrown historical norm. Examples: much larger projects, broader scope, core role, larger tier, contrast size/kind engagements now vs historically. Let's scan transcript for any such. Vic: "I'm pleased to see good performance... breadth and diversity... niches provide protection." "Gary and I visited all major operating locations... issues manageable... upside opportunities as we head into next year." "Plastique... core business very solid with real upside as a result of fiber pack capabilities. More and more customers want option of using sustainable fiber based product... desire for environmentally friendly packaging driving demand. Our combined technical packaging group now has scale and market leadership positions across several growth markets where we are providing highly engineered products to customers in medical, pharmaceutical and consumer markets." This is about company having scale, not customers giving larger class.

More from the question bank

Numbers are lagging the physical buildFresh problems of growthLightning keeps striking the same spotSmall company already selling a lot to one hTrajectory bent upward recently, and managemDeliberate concentration of the whole companAll 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.