Answers go deeper than the script: questioning keeps surfacing new concrete detail behind a positive development · compa
The model's full reasoning — Q3 2021 call → NOWe need answer only YES or NO. Need evaluate both gates using transcript. Gate 1: Is there positive current development where Q&A produces more concrete operating detail than prepared remarks? Need identify. Prepared remarks already detailed: Big 3 growth 6%, Legal 6%, Westlaw Edge ACV 60%, Practical Law double-digit, Government 10%, Corporates 6%, Tax & Accounting 6%, Reuters 6%, etc. Q&A probes: pricing, M&A, VC fund, Westlaw Edge penetration, Change Program progress, competitive, Q4 guidance, UK tax, product rationalization, cloud, normalization. Need see if any positive development gets additive concrete detail in Q&A beyond prepared remarks. Possible candidates: Westlaw Edge penetration. Prepared: "Westlaw Edge continues to achieve strong sales growth and ended the quarter with ACV penetration of 60% achieving our full year ACV penetration guidance." In Q&A, George Tong asks updated thoughts on penetration. Mike answers: "by year end, we are looking at 63% to 65% for year-end 2021. Over time horizon, we think penetration will reach around 75%. So additional runway... By time we reach max penetration, we will have released Westlaw Edge 2.0... sustain 100 basis points lift." This is additive? It gives future targets, not current operations. It's about plan/projection, not current development. Also prepared already had 60%. Q&A adds 63-65% year-end, 75% long-term, Westlaw Edge 2.0. But that's projections, not current actual. Gate 1 requires current development and added detail about actual operations. This is more guidance/targets. Not enough. Another candidate: Change Program progress. Prepared: runrate savings $130M, path to $200M by year end, $600M by 2023, $200M reinvest. Q&A: George asks where most progress. Steve gives three components: customer capabilities, tech stack cloud migration, organization. Adds cloud migration at 35% currently, ahead of plan, target 90% by 2023. Also Mike adds customer success platform 85,000 customers, increase log-ins/self-service. This is additive concrete detail about current progress. Is this a positive current development? Yes, Change Program execution going well. Q&A produces more detail: cloud migration 35%, customer success platform 85k customers. Prepared remarks did not mention those specifics.
| Ticker | Company | Call | Date | Call grade |
|---|---|---|---|---|
| MNDY | monday.com Ltd. | Q4 2024 | 2024-05-15 | A |
| ZLAB | Zai Lab Limited | Q1 2024 | 2024-05-09 | B |
| YOU | Clear Secure, Inc. | Q1 2024 | 2024-05-08 | C+ |
| STIM | Neuronetics, Inc. | Q1 2024 | 2024-05-07 | B |
| CMG | Chipotle Mexican Grill, Inc. | Q1 2024 | 2024-04-24 | A |
| CSGP | CoStar Group, Inc. | Q1 2024 | 2024-04-23 | B+ |
| SAP | SAP SE | Q1 2024 | 2024-04-22 | B |
| AREC | American Resources Corporation | Q4 2023 | 2024-03-28 | F |
| QRHC | Quest Resource Holding Corporation | Q4 2023 | 2024-03-12 | C+ |
| ALKT | Alkami Technology, Inc. | Q4 2023 | 2024-03-02 | A |
| MCW | Mister Car Wash, Inc. | Q4 2023 | 2024-02-21 | D |
| TYL | Tyler Technologies, Inc. | Q4 2023 | 2024-02-15 | C+ |
| GDDY | GoDaddy Inc. | Q4 2023 | 2024-02-13 | B+ |
| SYY | Sysco Corporation | Q2 2024 | 2024-01-30 | B+ |
| STLD | Steel Dynamics, Inc. | Q4 2023 | 2024-01-24 | C+ |
| CSPI | CSP Inc. | Q4 2023 | 2023-12-12 | D |
| ATXS | Astria Therapeutics, Inc. | Q3 2023 | 2023-11-13 | C |
| SCPH | scPharmaceuticals Inc. | Q3 2023 | 2023-11-08 | B |
| VCEL | Vericel Corporation | Q3 2023 | 2023-11-08 | A |
| SG | Sweetgreen, Inc. | Q3 2023 | 2023-11-04 | D |
| CHRD | Chord Energy Corporation | Q3 2023 | 2023-11-02 | A |
| PLTR | Palantir Technologies Inc. | Q3 2023 | 2023-11-02 | B |
| REGN | Regeneron Pharmaceuticals, Inc. | Q3 2023 | 2023-11-02 | C+ |
| DASH | DoorDash, Inc. | Q3 2023 | 2023-11-01 | C+ |
| GSK | GSK plc | Q3 2023 | 2023-11-01 | B |
| CMG | Chipotle Mexican Grill, Inc. | Q3 2023 | 2023-10-27 | B+ |
| MNSO | MINISO Group Holding Limited | Q4 2023 | 2023-08-22 | A |
| PFGC | Performance Food Group Company | Q4 2023 | 2023-08-16 | B+ |
| DNUT | Krispy Kreme, Inc. | Q2 2023 | 2023-08-10 | C |
| RBLX | Roblox Corporation | Q2 2023 | 2023-08-09 | C+ |
| PODD | Insulet Corporation | Q2 2023 | 2023-08-08 | B+ |
| MVST | Microvast Holdings, Inc. | Q2 2023 | 2023-08-07 | C+ |
| PTLO | Portillo's Inc. | Q2 2023 | 2023-08-05 | B |
| CIVI | Civitas Resources, Inc. | Q2 2023 | 2023-08-03 | B |
| IDT | IDT Corporation | Q3 2023 | 2023-06-05 | C |
| STIM | Neuronetics, Inc. | Q1 2023 | 2023-05-13 | B |
| VECO | Veeco Instruments Inc. | Q1 2023 | 2023-05-08 | B |
| LTH | Life Time Group Holdings, Inc. | Q1 2023 | 2023-04-25 | A |
| SCPH | scPharmaceuticals Inc. | Q4 2022 | 2023-03-22 | C+ |
| COCO | The Vita Coco Company, Inc. | Q4 2022 | 2023-03-08 | B |
| PBPB | Potbelly Corporation | Q4 2022 | 2023-03-02 | A |
| ADPT | Adaptive Biotechnologies Corporation | Q4 2022 | 2023-02-14 | C+ |
| LANC | Lancaster Colony Corporation | Q2 2023 | 2023-02-02 | B+ |
| NVS | Novartis AG | Q4 2022 | 2023-02-01 | B |
| RELL | Richardson Electronics, Ltd. | Q2 2023 | 2023-01-05 | B+ |
| CUTR | Cutera, Inc. | Q3 2022 | 2022-11-05 | C |
| MUR | Murphy Oil Corporation | Q3 2022 | 2022-11-03 | B+ |
| LPX | Louisiana-Pacific Corporation | Q3 2022 | 2022-11-01 | B+ |
| INMD | InMode Ltd. | Q3 2022 | 2022-10-27 | B+ |
| INVZ | Innoviz Technologies Ltd | Q2 2022 | 2022-08-10 | D |
| FLGT | Fulgent Genetics, Inc. | Q2 2022 | 2022-08-04 | C+ |
| GTHX | G1 Therapeutics, Inc. | Q1 2022 | 2022-08-03 | D |
| SYM | Symbotic Inc. | Q3 2022 | 2022-08-01 | B+ |
| TMUS | T-Mobile US, Inc. | Q2 2022 | 2022-07-27 | B+ |
| AZO | AutoZone, Inc. | Q3 2022 | 2022-05-24 | B+ |
| AXON | Axon Enterprise, Inc. | Q1 2022 | 2022-05-10 | B+ |
| VEV | Vicinity Motor Corp. | Q4 2021 | 2022-03-30 | D |
| HRTX | Heron Therapeutics, Inc. | Q4 2021 | 2022-02-28 | D |
| INCY | Incyte Corporation | Q4 2021 | 2022-02-08 | C+ |
| TMDX | TransMedics Group, Inc. | Q3 2021 | 2021-11-09 | C+ |
| ATRC | AtriCure, Inc. | Q3 2021 | 2021-11-03 | C |
| SUPN | Supernus Pharmaceuticals, Inc. | Q3 2021 | 2021-11-03 | C+ |
| ZI | ZoomInfo Technologies Inc. | Q3 2021 | 2021-11-01 | A |
| ASAN | Asana, Inc. | Q2 2022 | 2021-09-01 | B+ |
| CHWY | Chewy, Inc. | Q2 2021 | 2021-09-01 | B |
| VVV | Valvoline Inc. | Q3 2021 | 2021-08-06 | B+ |
| TIGO | Millicom International Cellular S.A. | Q2 2021 | 2021-07-31 | B+ |
| SAP | SAP SE | Q2 2021 | 2021-07-21 | B+ |
| UPWK | Upwork Inc. | Q3 2018 | 2018-11-11 | B+ |
| MYO | Myomo, Inc. | Q3 2018 | 2018-11-05 | C |
| CFG | Citizens Financial Group, Inc. | Q3 2018 | 2018-10-19 | A |
| UAL | United Airlines Holdings, Inc. | Q3 2018 | 2018-10-17 | B+ |
| INSP | Inspire Medical Systems, Inc. | Q2 2018 | 2018-08-12 | A |
| REI | Ring Energy, Inc. | Q2 2018 | 2018-08-09 | B |
| GAIA | Gaia, Inc. | Q2 2018 | 2018-08-06 | B+ |
| RNG | RingCentral, Inc. | Q2 2018 | 2018-08-06 | A |
| FRPT | Freshpet, Inc. | Q2 2018 | 2018-08-06 | B+ |
| TSLA | Tesla, Inc. | Q2 2018 | 2018-08-02 | B |
| OOMA | Ooma, Inc. | Q1 2019 | 2018-05-22 | A |
| ZG | Zillow Group's | Q1 2018 | 2018-05-08 | C+ |
| QLYS | Qualys, Inc. | Q1 2018 | 2018-05-02 | B+ |
| CPS | Cooper-Standard Holdings Inc. | Q1 2018 | 2018-05-02 | B |
| VRTX | Vertex Pharmaceuticals Incorporated | Q1 2018 | 2018-04-26 | C+ |
| SYK | Stryker Corporation | Q1 2018 | 2018-04-26 | B+ |
| TNC | Tennant Company | Q4 2017 | 2018-02-22 | B |
| TMUS | T-Mobile US, Inc. | Q4 2017 | 2018-02-09 | B+ |
| NICE | NICE Ltd. | Q3 2017 | 2017-11-04 | A |
| SAMG | Silvercrest Asset Management Group Inc. | Q3 2017 | 2017-11-03 | A |
| VC | Visteon Corporation | Q3 2017 | 2017-10-28 | B+ |
| PRO | PROS Holdings, Inc. | Q3 2017 | 2017-10-26 | B+ |
| SRPT | Sarepta Therapeutics, Inc. | Q3 2017 | 2017-10-26 | C+ |
| CAL | Caleres, Inc. | Q2 2017 | 2017-08-29 | B+ |
| LITE | Lumentum Holdings Inc. | Q4 2017 | 2017-08-09 | B+ |
| FRPT | Freshpet, Inc. | Q2 2017 | 2017-08-07 | B+ |
| INTU | Intuit Inc. | Q3 2017 | 2017-05-23 | B+ |
| ADAP | Adaptimmune Therapeutics plc | Q1 2017 | 2017-05-10 | D |
| ISDR | Issuer Direct Corporation | Q1 2017 | 2017-05-06 | C |
| XPO | XPO Logistics, Inc. | Q1 2017 | 2017-05-04 | B |
| SRPT | Sarepta Therapeutics, Inc. | Q1 2017 | 2017-04-28 | D |
| SAH | Sonic Automotive, Inc. | Q1 2017 | 2017-04-26 | C |
| SYK | Stryker Corporation | Q4 2016 | 2017-01-24 | C+ |
| MCS | The Marcus Corporation | Q3 2016 | 2016-10-27 | C+ |
| GSK | GSK plc | Q3 2016 | 2016-10-26 | B |
| VYGR | Voyager Therapeutics, Inc. | Q2 2016 | 2016-08-11 | A |
| SQ | Square's | Q2 2016 | 2016-08-04 | A |
| DGII | Digi International Inc. | Q3 2016 | 2016-07-28 | B |
| PAR | PAR Technology Corporation | Q1 2016 | 2016-05-04 | D |
| PM | Philip Morris International Inc. | Q1 2016 | 2016-04-19 | B+ |
RBLX · Q2 2023 → YESThe task is to evaluate two gates based on the earnings call transcript and return YES only if both are YES, otherwise NO. YES The transcript shows a clear positive current development in advertising, where management's prepared remarks mention live ads, 200 activations, 19% of top 100 with ad units, and some demand exceeding supply. In the Q&A, they add fresh specifics like pricing strategy (gentle now, floating later), new ad unit types, 12% of top 100 using portals, demand in 17-24 female cohort, self-serve options, and brand volume challenges. These details are operational and additive across multiple exchanges, meeting GATE 1 criteria. For GATE 2, advertising is driven by Roblox's own creation and control: 200 activations, portal ad units, self-serve platform, and rollout execution. It's not reliant on external industry tailwinds but on their platform improvements and brand engagement. This satisfies the primary engine condition.
SG · Q3 2023 → YESThe task is to evaluate two gates based on the Sweetgreen earnings call transcript and return YES only if both gates are YES, otherwise NO. YES The transcript shows a clear positive current development in Infinite Kitchen, with management's Q&A responses adding substantial new operational details—such as first-unit performance, customer experience improvements, margin leverage, AUV targeting, retrofit opportunities, and throughput optimizations—that go beyond the prepared remarks' high-level plans. This satisfies Gate 1 criteria for additive, substantive detail across multiple exchanges. For Gate 2, Infinite Kitchen is a proprietary technology the company developed and controls, with momentum driven by its own execution, customer adoption, and operational refinements rather than external tailwinds, making it the primary engine.
ALKT · Q4 2023 → YESThe task is to evaluate two gates based on the earnings call transcript and return YES only if both are YES, otherwise NO. YES The transcript shows a clear positive current development in the bank's market progress and add-on sales momentum, with Q&A providing substantial new operational details like specific backlog numbers, implementation timelines, product adoption rates, and customer-specific challenges that go beyond the prepared remarks. For GATE 2, the primary engine is Alkami's own platform, cloud-native architecture, and execution on replacements of legacy systems, which would largely continue even if external conditions shifted, as the company is actively winning share through its controlled rollout and product improvements.