Thermodynamics: how 9 AI study apps did on 20 college problems
Covers property tables, first law (closed/open), second law, entropy, cycles, mixtures. Every app got the same problem text in a fresh chat, one attempt, no hints. Tested October 15, 2026 – October 16, 2026.
| Rank | App | Accuracy | Problems graded |
|---|---|---|---|
| 1 | ChatGPT | 100.0% | 20 / 20 |
| 2 | MyStudySidekick | 100.0% | 20 / 20 |
| 3 | Claude | 90.0% | 20 / 20 |
| 4 | NotebookLM | 88.8% | 20 / 20 |
| 5 | Solvely | 74.2% | 20 / 20 |
| 6 | Turbo AI | 65.5% | 20 / 20 |
| 7 | StudyFetch | 33.7% | 20 / 20 |
| 8 | Quizlet | 29.9% | 20 / 20 |
| 9 | Knowt | 0.0% | 20 / 20 |
The team behind MyStudySidekick runs this benchmark (disclosure and safeguards). Models used: ChatGPT, GPT-6, high reasoning effort; Claude, Claude Opus 5.5, medium effort.
Every problem, the key, and each app's answer
- 1. Regenerative gas turbine with variable specific heats
- 2. Split-shaft gas turbine with intercooling, reheat and regeneration
- 3. Reheat–regenerative Rankine cycle with component efficiencies
- 4. 150 MW reheat plant with closed and open feed heaters
- 5. Combined gas–steam cycle with reheat in the combustor
- 6. Mercury–steam binary vapour cycle
- 7. Exergy destroyed while vaporizing water by steam injection
- 8. Irreversibility and second-law efficiency of a steam turbine
- 9. Entropy generation as steam flows between two tanks
- 10. Isentropic expansion then throttling to dry saturated steam
- 11. Charging a constant-pressure cylinder from a steam line
- 12. Polytropic steam expansion followed by constant-volume cooling
- 13. Cooling and dehumidification at 85 kPa
- 14. Cooling tower with fan power
- 15. Mixing CO₂ and N₂ from two tanks with heat loss
- 16. Steam tank blow-down through a turbine
- 17. Adiabatic flame temperature with CO₂ and H₂O dissociation
- 18. Two-stage R-134a refrigeration with a flash chamber
- 19. Wet-bulb psychrometrics and evaporative cooling at 84 kPa
- 20. Converging–diverging nozzle with a normal shock
Problem 1 · hard
Regenerative gas turbine with variable specific heats
gas power cycles
Adapted from Çengel 9e Prob. 9–112 (numbers and wording changed)
| App | (a) turbine exit temperature | (b) net work output | (c) thermal efficiency | (d) back work ratio | Score |
|---|---|---|---|---|---|
| Answer key | 809.7 K ±4 K | 204.3 kJ/kg ±2% | 0.3501 ±0.007 | 0.604 ±0.012 | |
| NotebookLM | 809.7 K | 204.35 kJ/kg | 0.3501 | 0.6039 | 100% |
| ChatGPT | 809.7 K | 204.34 kJ/kg | 0.3501 | 0.604 | 100% |
| MyStudySidekick | 809.6 K | 204.2 kJ/kg | 0.3499 | 0.6041 | 100% |
| Solvely | 812 K | 198.0 kJ/kg | 0.341 | 0.613 | 50% |
| Why: Tested app is Solvely. h2s 546.0 (544.5) and h4s 753.8 (748.6) misread; (a) and (d) inside tolerance, (b) and (c) not. | |||||
| Quizlet | 828 K | 192.2 kJ/kg | 0.342 | 0.602 | 25% |
| Why: Read h3 = 1333.7 (table: 1348.55 at 1260 K), Pr3 = 328.6 (290.8), h2s = 527.7 (544.5). Ends: 'are you ready to switch back to your Biol 1201 Exam 2 Review?' — account memory still on. | |||||
| Knowt | 771.14 K | no final answer | no final answer | no final answer | 0% |
| Why: Used constant k = 1.4 despite 'variable specific heats', then gave no values for (b)-(d) ('d+', 'e+', 'f+') and trailed into incoherent text. | |||||
| StudyFetch | 646 K | 511 kJ/kg | 0.700 | 0.24 | 0% |
| Why: Read the 1240 K row (h 1324.93, Pr 238.0) for 1260 K and h2s = 421.26 (the 420 K value) for Pr 11.108; efficiency 70 % not flagged as impossible. | |||||
| Turbo AI | 826 K | 162 kJ/kg | 0.285 | 0.68 | 0% |
| Why: Pr1 = 1.4781 (table: 1.3068 at 295 K) propagates to h2; h4s 755 vs 748.6. | |||||
| Claude | 826 K | 186 kJ/kg | 0.326 | 0.626 | 0% |
| Why: Pasted text starts mid-word ("ssumptions"), the opening of the reply was cut when copied; the answers are complete. Error: Table A-17 lookup Pr = 34.21 read as h4s = 770.3 kJ/kg; the table gives 748.6 (between 730 K and 740 K), so every part inherits it. | |||||
Problem 2 · hard
Split-shaft gas turbine with intercooling, reheat and regeneration
gas power cycles
Adapted from Rajput, Engineering Thermodynamics, Example 13.48 (numbers and wording changed)
| App | (a) thermal efficiency | (b) work ratio | (c) air mass flow rate | Score |
|---|---|---|---|---|
| Answer key | 0.2905 ±0.006 | 0.3546 ±0.007 | 43.19 kg/s ±2% | |
| Solvely | 0.291 | 0.355 | 43.1 kg/s | 100% |
| NotebookLM | 0.2905 | 0.3546 | 43.19 kg/s | 100% |
| ChatGPT | 0.2905 | 0.3546 | 43.19 kg/s | 100% |
| Claude | 0.291 | 0.355 | 43.2 kg/s | 100% |
| MyStudySidekick | 0.2905 | 0.3546 | 43.19 kg/s | 100% |
| Quizlet | 0.363 | 0.434 | 32.7 kg/s | 0% |
| Why: Took each turbine's expansion ratio as √10 instead of fixing the HP turbine by the shaft balance; HP exit 704 K inconsistent with its own 277.9 kJ/kg. | ||||
| Knowt | no final answer | no final answer | no final answer | 0% |
| Why: No numerical answers; compressed the second stage from T2 (no intercooling) and expanded both turbines over the full ratio 10, then trailed into incoherent text. | ||||
| StudyFetch | 0.310 | 0.48 | 31.6 kg/s | 0% |
| Why: Assumed √10 per turbine, noticed the HP shaft balance fails (228 vs 285 kJ/kg) and said so, but answered with the inconsistent model and offered to redo. | ||||
| Turbo AI | 0.46 | 0.507 | 22.6 kg/s | 0% |
| Why: Inverted the turbine efficiency: isentropic drop = 0.87 × actual (should be actual/0.87), giving HP ratio 2.94 instead of 4.46; claims '~46 % consistent with textbook values'. | ||||
Problem 3 · hard
Reheat–regenerative Rankine cycle with component efficiencies
vapour power cycles
Adapted from Çengel 9e Prob. 10–60 (numbers and wording changed)
| App | (a) extraction fraction | (b) boiler steam flow | (c) thermal efficiency | (d) LP turbine exit quality | Score |
|---|---|---|---|---|---|
| Answer key | 0.2146 ±0.004 | 93.88 kg/s ±2% | 0.4069 ±0.005 | 0.9873 ±0.006 | |
| ChatGPT | 0.2145 | 93.87 kg/s | 0.4070 | 0.9870 | 100% |
| Claude | 0.215 | 93.9 kg/s | 0.407 | 0.987 | 100% |
| MyStudySidekick | 0.2146 | 93.88 kg/s | 0.4069 | 0.9873 | 100% |
| Solvely | 0.2152 | 94.49 kg/s | 0.4039 | 0.9936 | 75% |
| Why: Tested app is Solvely. s at 1 MPa/480 °C read as 7.7642 (7.7075): (d) 0.0063 off, just outside ±0.006. | |||||
| NotebookLM | 0.2113 | 96.89 kg/s | 0.3984 | 0.987 | 50% |
| Why: s1 at 12 MPa/560 °C interpolated as 6.7858 (6.6864) from the wrong pressure row, so h2s 2872.9 (2824.0) and the HP exit too high. | |||||
| Quizlet | 0.213 | 86.0 kg/s | 0.442 | 0.976 | 25% |
| Why: s4 at 1 MPa/480 °C read as 7.6254 (7.7075), so h5s 2275 too low and LP work too large. | |||||
| Turbo AI | 0.215 | 96 kg/s | 0.40 | 0.997 | 25% |
| Why: h at 12 MPa/560 °C read as 3495 (3507.4) and s at 1 MPa/480 °C as 7.79 (7.7075). | |||||
| Knowt | no final answer | 76.3 kg/s | no final answer | no final answer | 0% |
| Why: Wrong table values (h1 3640.5, h4 1995.2, h5 205.5), no extraction fraction or quality, then incoherent text. | |||||
| StudyFetch | 0.161 | 150.9 kg/s | 0.331 | 1.07 | 0% |
| Why: Turbine expansion computed as h2 = h1 + ... (3834 > 3507): negative turbine work; then declared 'the problem data is inconsistent' and suggested the reheat must be 580 °C. Reply text starts 'ere's' (first character lost when copied). | |||||
Problem 4 · hard
150 MW reheat plant with closed and open feed heaters
vapour power cycles
Adapted from Rajput, Example 12.17 (numbers and wording changed)
| App | (a) bleed to closed HP heater | (b) bleed to open LP heater | (c) overall thermal efficiency | (d) specific steam consumption | Score |
|---|---|---|---|---|---|
| Answer key | 63,560 kg/h ±2.5% | 66,840 kg/h ±2.5% | 0.3564 ±0.006 | 3.173 kg/kWh ±2% | |
| ChatGPT | 63543 kg/h | 66863 kg/h | 0.3564 | 3.173 kg/kWh | 100% |
| Claude | 63600 kg/h | 66800 kg/h | 0.356 | 3.17 kg/kWh | 100% |
| MyStudySidekick | 63563 kg/h | 66837 kg/h | 0.3564 | 3.173 kg/kWh | 100% |
| Turbo AI | 65800 kg/h | 67300 kg/h | 0.346 | 3.21 kg/kWh | 50% |
| Why: Isentropic HP exit 3054 (3037.8) after a throttling entropy rise; reheat heat taken without (1 − y1). | |||||
| Solvely | 62295 kg/h | 65413 kg/h | 0.366 | 3.07 kg/kWh | 50% |
| Why: Tested app is Solvely. HP exit h 3068.8 (3096.3) and 7 bar bleed 3188.9 (3234.2): turbine work 1275 (1234). | |||||
| NotebookLM | 66592 kg/h | 68408 kg/h | 0.3510 | 3.265 kg/kWh | 50% |
| Why: Stop-valve state h 3451.08, s 6.7118 (3455.8, 6.6237) and closed-heater feedwater exit 1001.4 (992.5). | |||||
| StudyFetch | 59600 kg/h | 59900 kg/h | 0.370 | 3.19 kg/kWh | 25% |
| Why: Isentropic exits wrong (28 bar h2s 3201 vs 3037.8; s carried as 6.653), open-heater balance per (1 − y). Pasted text starts with UI debris ('resolve … D Sparky'). | |||||
| Quizlet | 65250 kg/h | 60030 kg/h | 0.426 | 3.48 kg/kWh | 0% |
| Why: Approximate table values (h1 3465, s 6.65, h2s 2980), LP exit expanded from 25 bar in one step, rough w_net 1050; (a) 2.65 % off. Ends offering 'Biol 1201 Exam 2 Review' — account memory still on. | |||||
| Knowt | no final answer | no final answer | no final answer | no final answer | 0% |
| Why: Method outline only; no numerical answers. | |||||
Problem 5 · hard
Combined gas–steam cycle with reheat in the combustor
combined cycles
Adapted from Çengel 9e Prob. 10–108 (numbers and wording changed)
| App | (a) air mass flow rate | (b) total heat input rate | (c) net power output | (d) combined-cycle efficiency | Score |
|---|---|---|---|---|---|
| Answer key | 136.9 kg/s ±2% | 130,900 kW ±2% | 70.51 MW ±2% | 0.5387 ±0.008 | |
| Turbo AI | 136.8 kg/s | 129800 kW | 69.3 MW | 0.533 | 100% |
| Solvely | 137.22 kg/s | 131404 kW | 70.9 MW | 0.539 | 100% |
| NotebookLM | 138.01 kg/s | 131625 kW | 71.05 MW | 0.5398 | 100% |
| ChatGPT | 136.95 kg/s | 130474 kW | 70.10 MW | 0.5373 | 100% |
| MyStudySidekick | 137.04 kg/s | 130551 kW | 70.15 MW | 0.5374 | 100% |
| Quizlet | 72.3 kg/s | 72734 kW | 38.92 MW | 0.535 | 25% |
| Why: Feedwater enthalpy taken as 'h_f at 14 MPa ≈ 1500' (pump exit is 188); h3 1548.4 (1575.6), h2s 612.5 (637.9); steam work rounded (500 + 700 − 10). (d) inside tolerance by compensation. | |||||
| Knowt | no final answer | no final answer | no final answer | no final answer | 0% |
| Why: Method outline only; no numerical answers. | |||||
| StudyFetch | 6.08 kg/s | 10730 kW | 23.0 MW | 2.15 | 0% |
| Why: HRSG balance botched (air flow 6.08 kg/s), efficiency 215 %; declared the given steam flow 'probably a typo' and offered to change the problem. | |||||
| Claude | 129.6 kg/s | 124100 kW | 65.2 MW | 0.526 | 0% |
| Why: Table A-17 again: Pr 37.29 read as h4s = 788.8 (766.9), so h4 875.4 (855.9) and the air flow 5 % low. Reply text starts mid-sentence ('neglected.'). | |||||
Problem 6 · hard
Mercury–steam binary vapour cycle
combined cycles
Adapted from Rajput, Example 12.22 (numbers and wording changed)
| App | (a) mercury flow rate | (b) overall efficiency | (c) net power output | Score |
|---|---|---|---|---|
| Answer key | 575,300 kg/h ±2% | 0.4614 ±0.007 | 25.89 MW ±2% | |
| Turbo AI | 575000 kg/h | 0.46 | 25.9 MW | 100% |
| Solvely | 575366 kg/h | 0.4657 | 26.13 MW | 100% |
| ChatGPT | 575274 kg/h | 0.4614 | 25.89 MW | 100% |
| Claude | 575258 kg/h | 0.461 | 25.89 MW | 100% |
| MyStudySidekick | 575300 kg/h | 0.4614 | 25.89 MW | 100% |
| StudyFetch | 575640 kg/h | 0.509 | 25.9 MW | 67% |
| Why: Mercury boiler heat from h_f at 4.5 bar (62.93) instead of the pump exit (30.01): heat supplied too low, efficiency 50.9 %. | ||||
| NotebookLM | 574900 kg/h | 0.4527 | 25.40 MW | 67% |
| Why: Only NotebookLM's final summary was pasted (no working); full reply requested. (c) inside tolerance by 0.03 MW. | ||||
| Quizlet | 413800 kg/h | 0.337 | 46.6 MW | 0% |
| Why: Feedwater entering the mercury condenser taken as saturated liquid at 18 bar (884.5) instead of the pump exit (139.6); turbine powers mis-scaled (35.5 MW mercury). | ||||
| Knowt | no final answer | no final answer | no final answer | 0% |
| Why: Method outline only; used h_g at 0.04 bar as the isentropic exit. Reply text starts 'o analyze' (first character lost when copied). | ||||
Problem 7 · hard
Exergy destroyed while vaporizing water by steam injection
availability and irreversibility
Adapted from Çengel 9e Prob. 8–76 (numbers and wording changed)
| App | (a) mass of steam admitted | (b) final volume | (c) boundary work | (d) exergy destroyed | Score |
|---|---|---|---|---|---|
| Answer key | 10.55 kg ±2% | 10.43 m³ ±2% | 2,504 kJ ±2% | 3,981 kJ ±2% | |
| Turbo AI | 10.58 kg | 10.44 m³ | 2510 kJ | 3970 kJ | 100% |
| Solvely | 10.55 kg | 10.43 m³ | 2506 kJ | 3981 kJ | 100% |
| NotebookLM | 10.55 kg | 10.43 m³ | 2505 kJ | 3980.5 kJ | 100% |
| ChatGPT | 10.56 kg | 10.434 m³ | 2507 kJ | 3982 kJ | 100% |
| Claude | 10.55 kg | 10.43 m³ | 2505 kJ | 3981 kJ | 100% |
| MyStudySidekick | 10.5476 kg | 10.4256 m³ | 2504.38 kJ | 3980.81 kJ | 100% |
| Quizlet | 3.97 kg | 7.38 m³ | 1286 kJ | 4651 kJ | 0% |
| Why: Energy balance with m1·u2 in place of m1·u1; s at 3 MPa/450 °C read as 6.8373 (7.0856). Ends offering 'Biol 1201 Exam 2 Review' — account memory still on. | |||||
| Knowt | 3 kg | 5.55 m³ | 556 kJ | 967.9 kJ | 0% |
| Why: Took the steam admitted as the liquid mass (3 kg); entropy values are the MERCURY table from problem 006 (0.5397, 0.1352, 0.6925): not a fresh chat or memory carried over. | |||||
| StudyFetch | 5.76 kg | 8.21 m³ | 1619 kJ | 16430 kJ | 0% |
| Why: Energy balance rearranged with u − Pv instead of u + Pv (= h), giving m2 17.76 kg; exergy destroyed 16 430 kJ. | |||||
Problem 8 · hard
Irreversibility and second-law efficiency of a steam turbine
availability and irreversibility
Adapted from Rajput, Example 6.22 (numbers and wording changed)
| App | (a) isentropic efficiency | (b) reversible work | (c) irreversibility rate | (d) second-law efficiency | Score |
|---|---|---|---|---|---|
| Answer key | 0.7882 ±0.01 | 432.4 kJ/kg ±2% | 399.1 kW ±4% | 0.858 ±0.01 | |
| StudyFetch | 0.781 | 432.4 kJ/kg | 399 kW | 0.858 | 100% |
| NotebookLM | 0.7880 | 433.02 kJ/kg | 404.6 kW | 0.8562 | 100% |
| ChatGPT | 0.7886 | 432.53 kJ/kg | 399.03 kW | 0.8581 | 100% |
| Claude | 0.788 | 432.4 kJ/kg | 399 kW | 0.858 | 100% |
| MyStudySidekick | 0.7882 | 432.39 kJ/kg | 399.12 kW | 0.8580 | 100% |
| Quizlet | 0.748 | 428.9 kJ/kg | 407.0 kW | 0.855 | 75% |
| Why: s1 6.9455 (7.0573) and s2 7.1555 (7.2633): both ~0.11 low, so the difference (exergy parts) survives but h2s and the isentropic efficiency do not. Ends offering 'Biol 1201 Exam 2 Review' — account memory still on. | |||||
| Knowt | no final answer | no final answer | no final answer | no final answer | 0% |
| Why: Used saturated-vapour/liquid values for superheated states (h1 = 2856.3, s2 = 0.9449); no numerical answers. | |||||
| Turbo AI | 0.81 | 419 kJ/kg | 336 kW | 0.88 | 0% |
| Why: h1 3299 (3302.7) and s1 7.090 (7.057) misread. | |||||
| Solvely | 0.7636 | 444.84 kJ/kg | 478.7 kW | 0.8345 | 0% |
| Why: Tested app is Solvely. s1 read as 7.1264 (7.0573) and s2 as 7.3734 (7.2633). | |||||
Problem 9 · hard
Entropy generation as steam flows between two tanks
entropy
Adapted from Çengel 9e Prob. 7–201 (numbers and wording changed)
| App | (a) final temperature in A | (b) final temperature in B | (c) final pressure in B | (d) entropy generated | Score |
|---|---|---|---|---|---|
| Answer key | 127.4 °C ±0.5 °C | 174.4 °C ±2.5 °C | 230.2 kPa ±3% | 0.5686 kJ/K ±5% | |
| ChatGPT | 127.41 °C | 174.44 °C | 230.26 kPa | 0.5685 kJ/K | 100% |
| Claude | 127.4 °C | 174.4 °C | 230 kPa | 0.569 kJ/K | 100% |
| MyStudySidekick | 127.41 °C | 174.43 °C | 230.24 kPa | 0.5686 kJ/K | 100% |
| Turbo AI | 127.4 °C | 172 °C | 230 kPa | 0.6 kJ/K | 75% |
| Why: Rounded table values; S_gen given as ≈0.6 (range 0.55–0.65), 5.5 % high. | |||||
| Solvely | 127.4 °C | 176.3 °C | 225 kPa | 0.754 kJ/K | 75% |
| Why: Tested app is Solvely. Snapped P_B to the 225 kPa table row; s_B2 7.428 (7.328) puts S_gen 33 % high. | |||||
| NotebookLM | 127.4 °C | 174.6 °C | 231.7 kPa | 0.476 kJ/K | 75% |
| Why: s_fg at 250 kPa read as 5.4201 (5.4453) and s_B1 as 7.7456 (7.7174): S_gen 16 % low. | |||||
| Quizlet | 127.4 °C | 235.5 °C | 250 kPa | 1.32 kJ/K | 25% |
| Why: Tank B 250 kPa/280 °C read as v 0.9856, u 2762.3 (1.0141, 2776.7); assumed pressure equalisation; inflow enthalpy taken as h of A's initial state. Ends offering 'Biol 1201 Exam 2 Review' — account memory still on. | |||||
| StudyFetch | 127.4 °C | 127.4 °C | 250 kPa | 13.32 kJ/K | 25% |
| Why: Inflow to B given tank A's final enthalpy (2044.5), so B ended wet at 127.4 °C; S_gen summed wrongly (13.32). | |||||
| Knowt | no final answer | no final answer | no final answer | no final answer | 0% |
| Why: Wrong saturation values (s_f 0.0017 at 500 kPa); no numerical answers. | |||||
Problem 10 · hard
Isentropic expansion then throttling to dry saturated steam
entropy
Adapted from Rajput, Example 4.63 (numbers and wording changed)
| App | (a) dryness fraction after expansion | (b) final pressure | (c) total entropy change | (d) total enthalpy change | (e) total internal-energy change | Score |
|---|---|---|---|---|---|---|
| Answer key | 0.904 ±0.004 | 6.986 kPa ±10% | 2.057 kJ/kg·K ±2% | −147.8 kJ/kg ±2% | −100.6 kJ/kg ±3% | |
| Turbo AI | 0.904 | 7.1 kPa | 2.05 kJ/kg·K | -148 kJ/kg | -102 kJ/kg | 100% |
| Solvely | 0.904 | 6.85 kPa | 2.060 kJ/kg·K | -149.3 kJ/kg | -102.1 kJ/kg | 100% |
| ChatGPT | 0.9039 | 7.07 kPa | 2.057 kJ/kg·K | -147.75 kJ/kg | -100.54 kJ/kg | 100% |
| Claude | 0.904 | 7.0 kPa | 2.057 kJ/kg·K | -147.8 kJ/kg | -100.6 kJ/kg | 100% |
| MyStudySidekick | 0.904 | 7.0 kPa | 2.056 kJ/kg·K | -147.7 kJ/kg | -100.6 kJ/kg | 100% |
| NotebookLM | 0.9041 | 7.42 kPa | 2.0566 kJ/kg·K | -146.86 kJ/kg | -95.21 kJ/kg | 80% |
| Why: Interpolated u_g and s_g linearly between 5 and 10 kPa: u3 5 kJ/kg high. Reply starts 'ere' (first character lost when copied). | ||||||
| StudyFetch | 0.904 | 175 kPa | -0.002 kJ/kg·K | -148 kJ/kg | -131 kJ/kg | 40% |
| Why: Could not place h_g = 2572 and gave P3 '≈0.15–0.2 MPa (verify from Table A-5)' (graded at 175 kPa); u3 taken at 800 kPa; raw '[comp:math:...' markup visible in the reply. | ||||||
| Quizlet | 0.915 | 660 kPa | 0.479 kJ/kg·K | -124.1 kJ/kg | 24.7 kJ/kg | 0% |
| Why: s_fg at 1.8 MPa read as 4.0306 (3.9776); h_g = 2594 placed at 660 kPa (impossible: h_g ≈ 2760 there). | ||||||
| Knowt | no final answer | no final answer | no final answer | no final answer | no final answer | 0% |
| Why: Method outline only; no numerical answers. | ||||||
Problem 11 · hard
Charging a constant-pressure cylinder from a steam line
first law: open (transient) systems
Adapted from Çengel 9e Prob. 5–131 (numbers and wording changed)
| App | (a) final temperature | (b) mass admitted | (c) boundary work | Score |
|---|---|---|---|---|
| Answer key | 311.7 °C ±2.5 °C | 0.08102 kg ±2% | 24 kJ ±1% | |
| Turbo AI | 313 °C | 0.081 kg | 24 kJ | 100% |
| NotebookLM | 311.5 °C | 0.0810 kg | 24.00 kJ | 100% |
| ChatGPT | 311.63 °C | 0.08103 kg | 24.0 kJ | 100% |
| Claude | 311.7 °C | 0.0810 kg | 24.0 kJ | 100% |
| MyStudySidekick | 311.7 °C | 0.0810 kg | 24 kJ | 100% |
| StudyFetch | 308 °C | 0.081 kg | 24 kJ | 67% |
| Why: Interpolated the energy-balance residual between 300 and 320 °C with rounded table values: T2 3.7 °C low. | ||||
| Quizlet | 298.5 °C | 0.0886 kg | 24.0 kJ | 33% |
| Why: v1, u1 at 600 kPa/220 °C read as 0.37449, 2658.1 (0.36905, 2672.5); iteration not converged. Reply starts 'o solve'. Ends offering 'Biol 1201 Exam 2 Review' — account memory still on. | ||||
| Solvely | 309 °C | 0.0793 kg | 24.0 kJ | 33% |
| Why: Tested app is Solvely. v1 at 600 kPa/220 °C read as 0.35411 (0.36905), so m1 4 % high; T2 0.2 °C and m_in 0.1 % outside tolerance. | ||||
| Knowt | no final answer | no final answer | no final answer | 0% |
| Why: Method outline only; no numerical answers. | ||||
Problem 12 · hard
Polytropic steam expansion followed by constant-volume cooling
first law: closed systems
Adapted from Rajput, Example 4.58 (numbers and wording changed)
| App | (a) expansion work | (b) heat during expansion | (c) dryness fraction after expansion | (d) heat during cooling | (e) final dryness fraction | Score |
|---|---|---|---|---|---|---|
| Answer key | 1,208 kJ ±2% | 724.3 kJ ±3% | 0.9328 ±0.005 | −2,516 kJ ±2% | 0.4869 ±0.005 | |
| Turbo AI | 1209 kJ | 724 kJ | 0.932 | -2516 kJ | 0.487 | 100% |
| ChatGPT | 1207.67 kJ | 724.10 kJ | 0.9327 | -2515.49 kJ | 0.4869 | 100% |
| Claude | 1208 kJ | 724 kJ | 0.933 | -2516 kJ | 0.487 | 100% |
| MyStudySidekick | 1207.65 kJ | 724.34 kJ | 0.9328 | -2515.73 kJ | 0.4869 | 100% |
| StudyFetch | 1209 kJ | 725 kJ | 0.933 | -2337 kJ | 0.486 | 80% |
| Why: u3 computed with h_fg (2358.3) instead of u_fg (2204.6): Q23 7 % low. | ||||||
| Solvely | 1200.93 kJ | 701.42 kJ | 0.934 | -2494.98 kJ | 0.488 | 80% |
| Why: Tested app is Solvely. v_g at 900 kPa 0.21497 (0.21489) and u_fg at 40 kPa 2148.1 (2158.8): Q12 3.2 % low, just outside ±3 %. | ||||||
| NotebookLM | 1207.7 kJ | 683.1 kJ | 0.9327 | -2475.7 kJ | 0.4869 | 80% |
| Why: u_fg at 40 kPa read as 2141.7 (2158.8): Q12 5.7 % low. | ||||||
| Quizlet | 915.6 kJ | 827.1 kJ | 0.992 | -2763.5 kJ | 0.518 | 0% |
| Why: Arithmetic: 22.5^0.9259 evaluated as ~19 (17.86), so v2 = 3.961 (3.7245); every part follows from it. | ||||||
| Knowt | no final answer | no final answer | no final answer | no final answer | no final answer | 0% |
| Why: Quality from entropy on a non-isentropic path; Q from Δh; no numerical answers. | ||||||
Problem 13 · hard
Cooling and dehumidification at 85 kPa
psychrometry
Adapted from Çengel 9e Prob. 14–79/14–81 (numbers and wording changed)
| App | (a) heat removal rate | (b) chilled-water flow rate | (c) exit velocity | (d) condensate rate | Score |
|---|---|---|---|---|---|
| Answer key | 583.2 kJ/min ±2% | 19.93 kg/min ±2% | 139.8 m/min ±2% | 0.1458 kg/min ±3% | |
| Quizlet | 580.5 kJ/min | 19.8 kg/min | 140 m/min | 0.146 kg/min | 100% |
| Turbo AI | 585 kJ/min | 20.0 kg/min | 140 m/min | 0.146 kg/min | 100% |
| Solvely | 583.06 kJ/min | 19.93 kg/min | 139.79 m/min | 0.146 kg/min | 100% |
| NotebookLM | 582.9 kJ/min | 19.92 kg/min | 139.8 m/min | 0.1456 kg/min | 100% |
| ChatGPT | 583.25 kJ/min | 19.93 kg/min | 139.79 m/min | 0.1458 kg/min | 100% |
| Claude | 583 kJ/min | 19.9 kg/min | 140 m/min | 0.146 kg/min | 100% |
| MyStudySidekick | 583.2 kJ/min | 19.93 kg/min | 139.8 m/min | 0.1458 kg/min | 100% |
| Knowt | 11663.42 kJ/min | 398.88 kg/min | 214.29 m/min | 2.04 kg/min | 0% |
| Why: Saturation pressures 10x too high (56.2 kPa at 34 °C, 6.2 kPa at 18 °C) and the exit density computed at '20 kPa' — a pressure from problem 012: context carried between problems. | |||||
| StudyFetch | 608 kJ/min | 20.8 kg/min | 13.7 m/min | 0.152 kg/min | 0% |
| Why: Dry-air flow computed with the TOTAL pressure (85 kPa) instead of the dry-air partial pressure (81.54 kPa): 13.92 vs 13.35 kg/min, so (a), (b), (d) 4.3 % high; exit velocity 13.7 m/min (a tenfold drop, explained as physical) from a botched ratio. Reply ends mid-sentence. | |||||
Problem 14 · hard
Cooling tower with fan power
psychrometry
Adapted from Rajput, Example 10.14 (numbers and wording changed)
| App | (a) dry-air mass flow rate | (b) make-up water | (c) exit water temperature | Score |
|---|---|---|---|---|
| Answer key | 12.97 kg/s ±2% | 0.211 kg/s ±3% | 21.41 °C ±0.6 °C | |
| Quizlet | 12.97 kg/s | 0.211 kg/s | 21.8 °C | 100% |
| StudyFetch | 13.1 kg/s | 0.214 kg/s | 21.1 °C | 100% |
| Turbo AI | 12.97 kg/s | 0.211 kg/s | 21.4 °C | 100% |
| Solvely | 12.97 kg/s | 0.211 kg/s | 21.4 °C | 100% |
| NotebookLM | 12.97 kg/s | 0.211 kg/s | 21.4 °C | 100% |
| ChatGPT | 12.97 kg/s | 0.2110 kg/s | 21.41 °C | 100% |
| Claude | 12.97 kg/s | 0.211 kg/s | 21.4 °C | 100% |
| MyStudySidekick | 12.9715 kg/s | 0.2110 kg/s | 21.4125 °C | 100% |
| Knowt | 13.51 kg/s | 31.63 kg/s | 18 °C | 0% |
| Why: Saturation pressures 10x too high (23.4 kPa at 20 °C, 36.5 at 28 °C); air density from total pressure; make-up from an energy balance. | ||||
Problem 15 · hard
Mixing CO₂ and N₂ from two tanks with heat loss
gas mixtures
Adapted from Çengel 9e Prob. 13–56 (numbers and wording changed)
| App | (a) final pressure | (b) heat lost | (c) entropy generated | (d) exergy destroyed | Score |
|---|---|---|---|---|---|
| Answer key | 380.2 kPa ±2% | 415.6 kJ ±2% | 1.172 kJ/K ±3% | 343.7 kJ ±3% | |
| StudyFetch | 380 kPa | 415.6 kJ | 1.17 kJ/K | 344 kJ | 100% |
| Turbo AI | 380 kPa | 415.6 kJ | 1.17 kJ/K | 344 kJ | 100% |
| Solvely | 380.1 kPa | 415.6 kJ | 1.173 kJ/K | 343.8 kJ | 100% |
| NotebookLM | 380.1 kPa | 415.6 kJ | 1.171 kJ/K | 343.4 kJ | 100% |
| ChatGPT | 380.12 kPa | 415.62 kJ | 1.173 kJ/K | 343.78 kJ | 100% |
| Claude | 380 kPa | 416 kJ | 1.172 kJ/K | 344 kJ | 100% |
| MyStudySidekick | 380.1 kPa | 415.6 kJ | 1.173 kJ/K | 343.7 kJ | 100% |
| Quizlet | 380.1 kPa | 417.2 kJ | 0.703 kJ/K | 206.2 kJ | 50% |
| Why: ΔS_N2 with an inverted temperature log and the volume ratio V_B/V_tot: −1.332 (−0.857) kJ/K. | |||||
| Knowt | no final answer | no final answer | no final answer | no final answer | 0% |
| Why: Molar masses in g/mol used as kg/kmol (34.05 kmol CO2, 1694 kmol total); no numerical answers. | |||||
Problem 16 · hard
Steam tank blow-down through a turbine
first law: transient (integration)
Adapted from Çengel 9e Prob. 7–199E/7–200E (method extended) (numbers and wording changed)
| App | (a) mass discharged | (b) final tank temperature | (c) total turbine work | (d) total entropy generated | Score |
|---|---|---|---|---|---|
| Answer key | 19.14 kg ±2% | 200.7 °C ±1.5 °C | 9,820 kJ ±3% | 6.583 kJ/K ±5% | |
| ChatGPT | 19.14 kg | 200.65 °C | 9818 kJ | 6.58 kJ/K | 100% |
| Claude | 19.14 kg | 200.7 °C | 9820 kJ | 6.58 kJ/K | 100% |
| MyStudySidekick | 19.1441 kg | 200.72 °C | 9820.4 kJ | 6.57 kJ/K | 100% |
| Turbo AI | 18.9 kg | 202 °C | 8500 kJ | 6.4 kJ/K | 75% |
| Why: Right method (constant h_es, ∫h dm = U1 − U2, S_gen integrated over pressure steps) but u1 misread 2999 (3060): W 13 % low. | |||||
| NotebookLM | 18.96 kg | 185.9 °C | 10044 kJ | 6.53 kJ/K | 75% |
| Why: s at 600 kPa/200 °C read as 7.0593 (6.968): T2 interpolated wrongly; ∫h dm method used; S_gen from an average exhaust state (inside tolerance). | |||||
| StudyFetch | 19.14 kg | 200.8 °C | 9080 kJ | -87 kJ/K | 50% |
| Why: Average-inlet-enthalpy shortcut (the designed trap): W 13 200 then 'corrected' to 9080 kJ; S_gen negative (−87 kJ/K), acknowledged as impossible, then asked the student for table values. Wolfram|Alpha debris in the reply. | |||||
| Solvely | 18.49 kg | 182.4 °C | 9928 kJ | 6.65 kJ/K | 50% |
| Why: Tested app is Solvely. s1 misread 6.9405 (6.9716); used the ∫h dm = U1 − U2 method; S_gen from an average exhaust state (inside tolerance). | |||||
| Quizlet | 18.11 kg | 162.5 °C | 6058 kJ | 0 kJ/K | 0% |
| Why: s1 read as 6.8406 (6.9716); average-state shortcut (h_avg ≈ 2900); claimed S_gen = 0 for an 80 % turbine. Ends offering 'Biol 1201 Exam 2 Review' — account memory still on. | |||||
| Knowt | no final answer | no final answer | no final answer | no final answer | 0% |
| Why: v1 = 0.001206 m³/kg (a liquid value) giving 1492 kg; no numerical answers. | |||||
Problem 17 · hard
Adiabatic flame temperature with CO₂ and H₂O dissociation
chemical equilibrium and combustion
Adapted from Çengel 9e ch. 16 (dissociation with simultaneous reactions) (numbers and wording changed)
| App | (a) adiabatic flame temperature with dissociation | (b) CO mole fraction | (c) H2 mole fraction | (d) flame temperature without dissociation | Score |
|---|---|---|---|---|---|
| Answer key | 2,540 K ±30 K | 2.213 % ±15% | 0.8335 % ±20% | 2,728 K ±30 K | |
| NotebookLM | 2551 K | 2.50 % | 0.77 % | 2756 K | 100% |
| ChatGPT | 2542.7 K | 2.215 % | 0.8413 % | 2732.1 K | 100% |
| Claude | 2540 K | 2.21 % | 0.83 % | 2728 K | 100% |
| MyStudySidekick | 2540 K | 2.22 % | 0.83 % | 2728 K | 100% |
| Solvely | 2471 K | 1.33 % | 0.75 % | 2726 K | 50% |
| Why: Tested app is Solvely. Complete-combustion temperature right; the coupled equilibrium converged 69 K low (no K values shown). | |||||
| Turbo AI | 2610 K | 1.2 % | 0.44 % | 2707 K | 25% |
| Why: Equilibrium written as Kp = b·e^½/a, omitting the 1/N_total factor ((P/N)^½ at 1 atm): dissociation about half the true extent, T_ad 70 K high. (d) given as 'T ≈ 2705–2710 K', graded at 2707. Ends with an app upsell (Generate Lesson). | |||||
| Quizlet | 2255 K | 0.42 % | 0.14 % | 2310 K | 0% |
| Why: Invented K values and compositions; even the no-dissociation temperature ~420 K low. Ends offering 'Biol 1201 Exam 2 Review' — account memory still on. | |||||
| Knowt | no final answer | no final answer | no final answer | no final answer | 0% |
| Why: Method outline only; no numerical answers. | |||||
| StudyFetch | 2305 K | 1.35 % | 3.38 % | 2632 K | 0% |
| Why: Equilibrium constants several times too large (K1 0.0265 at 2200 K vs 0.006 from A-28) and recalled sensible enthalpies; ~20 Wolfram|Alpha calls in the reply. | |||||
Problem 18 · hard
Two-stage R-134a refrigeration with a flash chamber
refrigeration cycles and exergy
Adapted from Çengel 9e Example 11–5 (numbers and wording changed)
| App | (a) flash fraction | (b) condenser mass flow rate | (c) total compressor power | (d) COP | (e) exergy destruction rate | Score |
|---|---|---|---|---|---|---|
| Answer key | 0.281 ±0.006 | 0.2412 kg/s ±2% | 12.23 kW ±3% | 2.453 ±3% | 7.582 kW ±5% | |
| Solvely | 0.281 | 0.241 kg/s | 12.28 kW | 2.44 | 7.64 kW | 100% |
| NotebookLM | 0.2819 | 0.2411 kg/s | 12.21 kW | 2.457 | 7.56 kW | 100% |
| ChatGPT | 0.2809 | 0.2411 kg/s | 12.24 kW | 2.452 | 7.588 kW | 100% |
| Claude | 0.281 | 0.241 kg/s | 12.2 kW | 2.45 | 7.58 kW | 100% |
| MyStudySidekick | 0.2810 | 0.2412 kg/s | 12.2307 kW | 2.4528 | 7.5823 kW | 100% |
| Quizlet | 0.281 | 0.241 kg/s | 11.36 kW | 2.64 | 4.2 kW | 40% |
| Why: HP-compressor inlet entropy taken as ≈0.94 (0.9554), so h4s too low; exergy value unsupported. Ends offering 'Biol 1201 Exam 2 Review' — account memory still on. | ||||||
| Turbo AI | 0.281 | 0.241 kg/s | 11.4 kW | 2.64 | 6.7 kW | 40% |
| Why: HP isentropic exit at 1.2 MPa read as 284.7 (287.67 kJ/kg): HP work 18 % low, so power, COP and exergy out of tolerance; method and exergy boundary right. Ends with an app upsell (lesson). | ||||||
| Knowt | no final answer | no final answer | no final answer | no final answer | no final answer | 0% |
| Why: Method outline only; no numerical answers. | ||||||
| StudyFetch | 0.951 | 4.02 kg/s | 146.3 kW | 0.205 | 151.0 kW | 0% |
| Why: Flash-chamber balance inverted (95 % vapour) and h_f at 0.4 MPa read as 212.54; then suggested the stated flash pressure is a typo and offered to change it. | ||||||
Problem 19 · hard
Wet-bulb psychrometrics and evaporative cooling at 84 kPa
psychrometry (no relations given)
Adapted from Çengel 9e Example 14–3, Probs. 14–30 to 14–32 (numbers and wording changed)
| App | (a) humidity ratio | (b) relative humidity | (c) dew-point temperature | (d) exit temperature | (e) water added | Score |
|---|---|---|---|---|---|---|
| Answer key | 0.01187 kg/kg ±3% | 23.71 % ±1 % | 13.75 °C ±0.5 °C | 23.55 °C ±0.5 °C | 0.005832 kg/kg ±5% | |
| Turbo AI | 0.0118 kg/kg | 23 % | 13.7 °C | 23.7 °C | 0.006 kg/kg | 100% |
| Solvely | 0.0119 kg/kg | 23.7 % | 13.7 °C | 23.6 °C | 0.0059 kg/kg | 100% |
| NotebookLM | 0.01186 kg/kg | 23.7 % | 13.73 °C | 23.5 °C | 0.00584 kg/kg | 100% |
| ChatGPT | 0.01187 kg/kg | 23.71 % | 13.74 °C | 23.55 °C | 0.005833 kg/kg | 100% |
| Claude | 0.0119 kg/kg | 23.7 % | 13.7 °C | 23.5 °C | 0.0058 kg/kg | 100% |
| MyStudySidekick | 0.01186 kg/kg | 23.7 % | 13.7 °C | 23.5 °C | 0.00583 kg/kg | 100% |
| Quizlet | 0.01158 kg/kg | 23.2 % | 13.3 °C | 21.6 °C | 0.00812 kg/kg | 60% |
| Why: Adiabatic-saturation step right within tolerance; exit iteration miscalculated (h2 at 23 °C given as 76.9, true ≈68). Ends offering 'Biol 1201 Exam 2 Review' — account memory still on. | ||||||
| Knowt | 0.0189 kg/kg | 40.1 % | 20.47 °C | 26 °C | 0.009 kg/kg | 0% |
| Why: Took the air as saturated at the wet-bulb temperature; Psat(38 °C) 6.21 (6.63); invented dew-point formula. | ||||||
| StudyFetch | 0.0190 kg/kg | 37.5 % | 21 °C | 22 °C | no final answer | 0% |
| Why: Took the air as saturated at the wet-bulb temperature, then declared (d)–(e) a 'physical impossibility' and asked the student to double-check the wet-bulb value; no water-added value given. | ||||||
Problem 20 · hard
Converging–diverging nozzle with a normal shock
compressible flow
Adapted from Çengel 9e ch. 17 (normal shock in a C-D nozzle) (numbers and wording changed)
| App | (a) mass flow rate | (b) shock-location area | (c) upstream Mach number | (d) exit Mach number | (e) entropy generated | Score |
|---|---|---|---|---|---|---|
| Answer key | 4.28 kg/s ±1% | 50.41 cm² ±2% | 1.995 ±0.02 | 0.3432 ±0.01 | 0.09298 kJ/kg·K ±5% | |
| NotebookLM | 4.280 kg/s | 50.15 cm² | 1.989 | 0.3515 | 0.09185 kJ/kg·K | 100% |
| ChatGPT | 4.2804 kg/s | 50.41 cm² | 1.995 | 0.3432 | 0.09298 kJ/kg·K | 100% |
| Claude | 4.28 kg/s | 50.4 cm² | 1.99 | 0.343 | 0.0930 kJ/kg·K | 100% |
| MyStudySidekick | 4.2804 kg/s | 50.4091 cm² | 1.9949 | 0.3432 | 0.0930 kJ/kg·K | 100% |
| Quizlet | 4.28 kg/s | 55.5 cm² | 2.15 | 0.35 | 0.115 kJ/kg·K | 40% |
| Why: No real iteration: M1 asserted as ≈2.15. Ends offering 'Biol 1201 Exam 2 Review' — account memory still on. | ||||||
| StudyFetch | 4.28 kg/s | 39 cm² | 2.44 | 2.44 | 0.373 kJ/kg·K | 20% |
| Why: Put the shock at the exit area ratio (M 2.44), gave a supersonic exit, then asked the student to 'double-check that back pressure' — the problem is consistent. Long Wolfram|Alpha debris in the reply. | ||||||
| Turbo AI | 4.28 kg/s | 51.7 cm² | 2.03 | 0.30 | 0.099 kJ/kg·K | 20% |
| Why: Right iteration scheme, but the hand trials mis-evaluated the exit pressure (610 kPa at M1 = 2.0; ≈597 true), converging at M1 ≈ 2.03. Ends with an app upsell (Generate Lesson). | ||||||
| Solvely | 4.28 kg/s | 44.2 cm² | 1.83 | 0.388 | 0.0863 kJ/kg·K | 20% |
| Why: Tested app is Solvely. Right method (PeAe/(P0A*) = 1.667), but solved it as Me = 0.388 (0.343); every later part follows. | ||||||
| Knowt | 0.128 kg/s | no final answer | no final answer | no final answer | no final answer | 0% |
| Why: Throat density 2910 kg/m³ (kPa/kJ units mix) and sound speed 14.7 m/s; no further answers. | ||||||