Answers go deeper than the script: questioning keeps surfacing new concrete detail behind a positive development
The model's full reasoning — Q4 2015 call → NOWe need to determine if the Q&A discussion produces more concrete operating detail than the prepared remarks about a positive current development. The prepared remarks already mention expansion into non-SEC use cases, GRC market, SOX, etc. In Q&A, analysts ask about sales force growth, customer mix, pricing, etc. Let's examine the Q&A exchanges. First question: Terry Tillman asks about SEC vs non-SEC growth rates. Matt responds that SEC still has growth opportunity, non-SEC is getting traction. This is somewhat general, not much new detail. Second question: Terry asks about new customer growth and ARPU. Matt says bookings will be 50-50 existing vs new. That's a bit of detail but not much. Third question: about cash flow breakeven in Q4 2016. Matt says 2016 less negative than 2015, 2017 less negative. That's about financials, not operations. Fourth question: Kyle Chen asks about revenue guidance deconstruction, price increases, etc. Stuart says half bookings from new, half existing, and mentions price increases on 1,500 customers in 2015, plan to raise on 1,800 in 2016. That's some concrete detail about pricing actions. Fifth question: about sales headcount growth. Matt says exceeded 25-30% expansion, plans similar for 2016. That's a bit of detail. Sixth question: Tom Roderick asks about leverage in R&D and sales force. Marty answers about R&D focus on platform, training. Not much new. Seventh question: Jeff Houston asks about private companies. Matt says over 5,000 companies targeted, used for various cases. That's some detail. Eighth question: about international. Matt says Canada is North America, Europe focus, etc. Not much new. Ninth question: about how used cases come about. Marty explains Wdesk Day, sales process. That's some operational detail. Overall, the Q&A does add some specifics: price increase numbers, sales headcount growth, private company target count, Wdesk Day strategy. But are these "substantive" and "additive" across multiple exchanges? The prepared remarks already covered expansion into non-SEC, GRC, SOX, etc. The Q&A adds some numbers but not a lot of deep operational detail. The question asks if the Q&A produces MORE CONCRETE OPERATING DETAIL than the prepared remarks. The prepared remarks already had many customer examples and use cases.
| Ticker | Company | Call | Date | Call grade |
|---|---|---|---|---|
| TXRH | Texas Roadhouse, Inc. | Q2 2024 | 2024-07-25 | A |
| FTAI | Fortress Transportation and Infrastructu | Q2 2024 | 2024-07-24 | A |
| DAO | Youdao, Inc. | Q1 2024 | 2024-05-23 | B |
| VITL | Vital Farms, Inc. | Q1 2024 | 2024-05-09 | A |
| TALO | Talos Energy Inc. | Q1 2024 | 2024-05-07 | B+ |
| WEC | WEC Energy Group, Inc. | Q1 2024 | 2024-05-01 | A |
| ROCK | Gibraltar Industries, Inc. | Q1 2024 | 2024-05-01 | B+ |
| FSP | Franklin Street Properties Corp. | Q1 2024 | 2024-05-01 | D |
| WGS | GeneDx Holdings Corp. | Q1 2024 | 2024-04-29 | B+ |
| TS | Tenaris S.A. | Q1 2024 | 2024-04-26 | C |
| PDS | Precision Drilling Corporation | Q1 2024 | 2024-04-25 | B |
| SNV | Synovus Financial Corp. | Q1 2024 | 2024-04-18 | B |
| LMFA | LM Funding America, Inc. | Q4 2023 | 2024-04-01 | C |
| ASM | Avino Silver & Gold Mines Ltd. | Q4 2023 | 2024-03-21 | C+ |
| HSAI | Hesai Group | Q4 2023 | 2024-03-12 | D |
| GWRS | Global Water Resources, Inc. | Q4 2023 | 2024-03-07 | B+ |
| EHAB | Enhabit, Inc. | Q4 2023 | 2024-03-07 | C |
| PUMP | ProPetro Holding Corp. | Q4 2023 | 2024-02-21 | C+ |
| TOL | Toll Brothers, Inc. | Q1 2024 | 2024-02-21 | A |
| KRNT | Kornit Digital Ltd. | Q4 2023 | 2024-02-14 | C |
| EGP | EastGroup Properties, Inc. | Q4 2023 | 2024-02-08 | B |
| RAMP | LiveRamp Holdings, Inc. | Q3 2024 | 2024-02-08 | B+ |
| INTR | Inter & Co, Inc. | Q4 2023 | 2024-02-08 | B+ |
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| CVLT | Commvault Systems, Inc. | Q3 2024 | 2024-01-30 | B+ |
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| ATXS | Astria Therapeutics, Inc. | Q3 2023 | 2023-11-13 | C |
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| MEG | Montrose Environmental Group, Inc. | Q3 2023 | 2023-11-08 | C+ |
| VCEL | Vericel Corporation | Q3 2023 | 2023-11-08 | A |
| EVCM | EverCommerce Inc. | Q3 2023 | 2023-11-07 | B |
| SES | SES AI Corporation | Q3 2023 | 2023-11-07 | D |
| LANC | Lancaster Colony Corporation | Q1 2024 | 2023-11-02 | B |
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| MRAM | Everspin Technologies, Inc. | Q3 2023 | 2023-11-01 | D |
| FSBC | Five Star Bancorp | Q3 2023 | 2023-10-31 | B |
| CMG | Chipotle Mexican Grill, Inc. | Q3 2023 | 2023-10-27 | B+ |
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| VTSI | VirTra, Inc. | Q2 2023 | 2023-08-14 | C+ |
| AVAH | Aveanna Healthcare Holdings Inc. | Q2 2023 | 2023-08-10 | C+ |
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| PTLO | Portillo's Inc. | Q2 2023 | 2023-08-05 | B |
| LNTH | Lantheus Holdings, Inc. | Q2 2023 | 2023-08-03 | C+ |
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| NMR | Nomura Holdings, Inc. | Q1 2024 | 2023-08-02 | D |
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| CTO | CTO Realty Growth, Inc. | Q2 2023 | 2023-07-28 | B |
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| ODFL | Old Dominion Freight Line, Inc. | Q2 2023 | 2023-07-26 | B |
| PKG | Packaging Corporation of America | Q2 2023 | 2023-07-25 | B+ |
| NVS | Novartis AG | Q2 2023 | 2023-07-18 | B+ |
| QBTS | D-Wave Quantum Inc. | Q1 2023 | 2023-05-19 | D |
| CDE | Coeur Mining, Inc. | Q1 2023 | 2023-05-11 | C+ |
| ULCC | Frontier Group Holdings, Inc. | Q1 2023 | 2023-05-07 | C+ |
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| EDU | New Oriental Education & Technology Grou | Q3 2023 | 2023-04-19 | B |
| BEAT | BioTelemetry's | Q4 2022 | 2023-03-17 | D |
| TACT | TransAct Technologies Incorporated | Q4 2022 | 2023-03-08 | A |
| AAOI | Applied Optoelectronics, Inc. | Q4 2022 | 2023-02-23 | C |
| BSM | Black Stone Minerals, L.P. | Q4 2022 | 2023-02-22 | B+ |
| KELYA | Kelly Services, Inc. | Q4 2022 | 2023-02-16 | D |
| ADPT | Adaptive Biotechnologies Corporation | Q4 2022 | 2023-02-14 | C+ |
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| CEIX | CONSOL Energy Inc. | Q4 2022 | 2023-02-07 | B |
| UAL | United Airlines Holdings, Inc. | Q4 2022 | 2023-01-18 | B |
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| WGO | Winnebago Industries, Inc. | Q1 2023 | 2022-12-16 | D |
| A | Agilent Technologies, Inc. | Q4 2022 | 2022-11-21 | B+ |
| BEEM | Beam Global | Q3 2022 | 2022-11-10 | C+ |
| PCTY | Paylocity Holding Corporation | Q1 2023 | 2022-11-05 | A |
| CHE | Chemed Corporation | Q3 2022 | 2022-11-01 | B+ |
| GATX | GATX Corporation | Q3 2022 | 2022-10-25 | A |
| RICK | RCI Hospitality Holdings, Inc. | Q3 2022 | 2022-08-10 | A |
| CRL | Charles River Laboratories International | Q2 2022 | 2022-08-03 | C |
| EHC | Encompass Health Corporation | Q2 2022 | 2022-08-02 | C+ |
| SHW | The Sherwin-Williams Company | Q2 2022 | 2022-07-27 | D |
| THTX | Theratechnologies Inc. | Q2 2022 | 2022-07-14 | F |
| CTRN | Citi Trends, Inc. | Q1 2022 | 2022-05-24 | D |
| SQM | Sociedad Química y Minera de Chile S.A. | Q1 2022 | 2022-05-19 | C+ |
| REPX | Riley Exploration Permian, Inc. | Q2 2022 | 2022-05-15 | A |
| ZVIA | Zevia PBC | Q1 2022 | 2022-05-12 | B |
| FARM | Farmer Bros. Co. | Q3 2022 | 2022-05-07 | D |
| KTCC | Key Tronic Corporation | Q3 2022 | 2022-05-07 | C |
| BFIN | BankFinancial Corporation | Q1 2022 | 2022-05-06 | A |
| DRI | Darden Restaurants, Inc. | Q3 2022 | 2022-03-24 | B+ |
| FAT | FAT Brands Inc. | Q4 2021 | 2022-03-21 | F |
| BROS | Dutch Bros Inc. | Q4 2021 | 2022-03-02 | B+ |
| AZUL | Azul S.A. | Q4 2021 | 2022-02-24 | C+ |
| FLUX | Flux Power Holdings, Inc. | Q2 2022 | 2022-02-10 | D |
| GTES | Gates Industrial Corporation plc | Q4 2021 | 2022-02-07 | C+ |
| HFWA | Heritage Financial Corporation | Q4 2021 | 2022-01-27 | A |
| GFS | GLOBALFOUNDRIES Inc. | Q3 2021 | 2021-11-30 | A |
| SDIG | Stronghold Digital Mining, Inc. | Q3 2021 | 2021-11-30 | F |
| RCMT | RCM Technologies, Inc. | Q3 2021 | 2021-11-12 | B+ |
| NGS | Natural Gas Services Group, Inc. | Q3 2021 | 2021-11-11 | B+ |
| ENV | Envestnet, Inc. | Q3 2021 | 2021-11-08 | B+ |
| CYBR | CyberArk Software Ltd. | Q3 2021 | 2021-11-04 | B+ |
| INVE | Identiv, Inc. | Q3 2021 | 2021-11-02 | C+ |
| LMAT | LeMaitre Vascular, Inc. | Q3 2021 | 2021-10-29 | C+ |
| HSY | The Hershey Company | Q3 2021 | 2021-10-28 | C |
| ASAN | Asana, Inc. | Q2 2022 | 2021-09-01 | B+ |
| OWL | Blue Owl Capital Inc. | Q2 2021 | 2021-08-10 | B+ |
| KNDI | Kandi Technologies Group, Inc. | Q2 2021 | 2021-08-09 | F |
| SNDX | Syndax Pharmaceuticals, Inc. | Q2 2021 | 2021-08-09 | B |
| ICAD | iCAD, Inc. | Q2 2021 | 2021-08-08 | F |
| CRS | Carpenter Technology Corporation | Q4 2021 | 2021-08-01 | A |
| CLVT | Clarivate Plc | Q2 2021 | 2021-07-31 | B+ |
| NOV | NOV Inc. | Q2 2021 | 2021-07-28 | C+ |
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| DGX | Quest Diagnostics Incorporated | Q2 2021 | 2021-07-22 | B+ |
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| VPG | Vishay Precision Group, Inc. | Q3 2018 | 2018-11-11 | B |
| MYO | Myomo, Inc. | Q3 2018 | 2018-11-05 | C |
| UMH | UMH Properties, Inc. | Q3 2018 | 2018-11-02 | C+ |
| SNY | Sanofi | Q3 2018 | 2018-10-31 | B+ |
| FTK | Flotek Industries, Inc. | Q2 2018 | 2018-08-08 | F |
| GAIA | Gaia, Inc. | Q2 2018 | 2018-08-06 | B+ |
| ORAN | Orange SA | Q2 2018 | 2018-07-26 | B |
| VALE | Vale S.A. | Q2 2018 | 2018-07-26 | B |
| GSK | GSK plc | Q2 2018 | 2018-07-25 | B |
| NVGS | Navigator Holdings Ltd. | Q1 2018 | 2018-05-10 | C+ |
| FOSL | Fossil Group, Inc. | Q1 2018 | 2018-05-08 | C |
| JAZZ | Jazz Pharmaceuticals plc | Q1 2018 | 2018-05-08 | B |
| ZG | Zillow Group's | Q1 2018 | 2018-05-08 | C+ |
| ALLY | Ally Financial Inc. | Q1 2018 | 2018-04-26 | B+ |
| VRNT | Verint Systems Inc. | Q4 2018 | 2018-03-28 | B |
| TOUR | Tuniu Corporation | Q4 2017 | 2018-03-14 | D |
| MIDD | The Middleby Corporation | Q4 2017 | 2018-02-28 | C |
| INSM | Insmed Incorporated | Q4 2017 | 2018-02-23 | B |
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| ASTE | Astec Industries, Inc. | Q4 2017 | 2018-02-20 | B |
| MTSI | MACOM Technology Solutions Holdings, Inc | Q1 2018 | 2018-02-06 | C+ |
| IP | International Paper Company | Q4 2017 | 2018-02-01 | A |
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| WING | Wingstop Inc. | Q3 2017 | 2017-11-04 | B+ |
| SAMG | Silvercrest Asset Management Group Inc. | Q3 2017 | 2017-11-03 | A |
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| PRO | PROS Holdings, Inc. | Q3 2017 | 2017-10-26 | B+ |
| PDFS | PDF Solutions, Inc. | Q3 2017 | 2017-10-26 | B |
| IR | Ingersoll-Rand Plc | Q3 2017 | 2017-10-25 | B |
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| PCH | PotlatchDeltic Corporation | Q3 2017 | 2017-10-24 | B+ |
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| USAC | USA Compression Partners, LP | Q2 2017 | 2017-08-04 | C+ |
| SBH | Sally Beauty Holdings, Inc. | Q3 2017 | 2017-08-03 | C |
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| BLBD | Blue Bird Corporation | Q1 2017 | 2017-02-09 | B+ |
| AMZN | Amazon.com, Inc. | Q4 2016 | 2017-02-02 | D |
| CE | Celanese Corporation | Q4 2016 | 2017-02-01 | C+ |
| FIBK | First Interstate BancSystem, Inc. | Q4 2016 | 2017-01-27 | B+ |
| SYK | Stryker Corporation | Q4 2016 | 2017-01-24 | C+ |
| PNC | The PNC Financial Services Group, Inc. | Q4 2016 | 2017-01-13 | A |
| AEHR | Aehr Test Systems | Q2 2017 | 2017-01-05 | F |
| AMTX | Aemetis, Inc. | Q3 2016 | 2016-11-14 | F |
| FNV | Franco-Nevada Corporation | Q3 2016 | 2016-11-08 | B+ |
| BOH | Bank of Hawaii Corporation | Q3 2016 | 2016-10-24 | A |
| NDSN | Nordson Corporation | Q3 2016 | 2016-08-23 | A |
| FSM | Fortuna Silver Mines Inc. | Q2 2016 | 2016-08-09 | B |
| SQ | Square's | Q2 2016 | 2016-08-04 | A |
| MOD | Modine Manufacturing Company | Q1 2017 | 2016-08-03 | C+ |
| GEO | The GEO Group, Inc. | Q2 2016 | 2016-08-02 | B+ |
| CGNX | Cognex Corporation | Q2 2016 | 2016-08-01 | A |
| NGD | New Gold Inc. | Q2 2016 | 2016-07-31 | B |
| CBT | Cabot Corporation | Q3 2016 | 2016-07-31 | C+ |
| DLNG | Dynagas LNG Partners LP | Q2 2016 | 2016-07-30 | C |
| PESI | Perma-Fix Environmental Services, Inc. | Q1 2016 | 2016-05-17 | F |
| SEM | Select Medical Holdings Corporation | Q1 2016 | 2016-05-06 | C+ |
| TSE | Trinseo PLC | Q1 2016 | 2016-05-04 | A |
| ESE | ESCO Technologies Inc. | Q2 2016 | 2016-05-03 | A |
| UVE | Universal Insurance Holdings, Inc. | Q1 2016 | 2016-05-03 | C+ |
| INGR | Ingredion Incorporated | Q1 2016 | 2016-05-01 | B+ |
| RCL | Royal Caribbean Cruises Ltd. | Q1 2016 | 2016-04-29 | C+ |
| ACCO | ACCO Brands Corporation | Q1 2016 | 2016-04-27 | B+ |
| HDB | HDFC Bank Limited | Q4 2016 | 2016-04-22 | A |
| CAL | Caleres, Inc. | Q4 2015 | 2016-03-15 | C+ |
| SON | Sonoco Products Company | Q4 2015 | 2016-02-11 | B |
| BECN | Beacon Roofing Supply, Inc. | Q1 2016 | 2016-02-05 | B |
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| SYNA | Synaptics Incorporated | Q2 2016 | 2016-01-28 | D |
FARM · Q3 2022 → YESThe question is: Is there a POSITIVE, CURRENT development in the company's business that management presents as going well, and does the Q&A produce MORE CONCRETE OPERATING DETAIL than the prepared re...YES The call highlights several positive current developments, but the clearest match to the criteria is the rollout of the CBE (coffee brewing equipment) white-label business. In prepared remarks, Deverl notes it is “progressing well” and “starting to become the point where we think we can import some numbers against 6 months or less,” with Scott adding that customer response and manufacturer partnerships are strong and they are recruiting a leader. In the Q&A, Gerry asks for an update, and Scott responds with fresh operational detail: they are recruiting a leader because customer response and manufacturer partnerships are strong, they are testing in five geographies, partners are asking them to go beyond those boundaries, and the rollout is sequenced by training technicians so the business can grow at a sustainable rate. This is additive, present-tense substance about actual execution (recruiting, geographic expansion, training) that was not in the prepared remarks.
RCL · Q1 2016 → YESThe question is: Is there a POSITIVE, CURRENT development in the company's business that management presents as going well, and does the Q&A produce MORE CONCRETE OPERATING DETAIL than the prepared re...YES The call shows a clear positive current development in North American demand for Caribbean and Alaska itineraries (strong close-in bookings, onboard spend, and yield performance), which management presents as genuinely occurring now. In the Q&A, analysts probe this repeatedly, and management’s answers add fresh, specific operational detail across multiple exchanges — ship repositioning and deployment plans (Anthem in New York, Harmony in Port Canaveral, Allure/Oasis/Liberty in Galveston), VOOM rollout timing and Celebrity’s Xcelerate introduction, Shanghai’s 50-60 % share of China business with capacity-driven yield pressure, and the 20 30 bps Easter/Holy Week yield swap — all of which go beyond the prepared remarks’ high-level statements about “strong close-in demand” and “onboard revenue up 8.7 %.
FIBK · Q4 2016 → YESThe question is whether there's a positive current development discussed in Q&A that adds more concrete operating detail than the prepared remarks. YES The Q&A adds concrete operational detail on the Cascade merger (regulator dialogue, systems integration plans including adopting Cascade’s SBA platform and using their backroom operations for disaster recovery) and on the loan pipeline (up significantly, spreads evenly across geographies and industries, good projected Q1 growth). These go beyond the prepared remarks’ high-level statements about the deal and pipeline push. The details concern actual execution and current activity, not projections or housekeeping. Multiple exchanges (Timur, Matt, Tim) probe and receive additive substance. The merger progress qualifies as a positive current development in the business. No other development meets the criteria as cleanly.