GPT-6 Astra vs GPT-6 Sol
GPT-6 Astra leads overall, C- to D+. GPT-6 Sol is about 6.0x cheaper per task. By suite, GPT-6 Astra takes real-world issues (D to D-) and spec planning (C+ to C). Take GPT-6 Sol anyway when you want the side that is cheaper per task.Measured
Each agent graded on the same private suites, running headless through its own tools. Advantages are oriented so a win is a win, whichever way the metric runs.
Verdict: GPT-6 Sol vs GPT-6 Astra
GPT-6 Astra leads overall, C- to D+. By suite: GPT-6 Astra takes real-world issues, D to D- (43% vs 38% capability); GPT-6 Astra takes spec planning, C+ to C (73% vs 64% capability); GPT-6 Astra takes vibe coding, C- to D+ (61% vs 51% capability). GPT-6 Astra used 6% of ChatGPT Pro 5x's weekly limit per pass, $0.073 per task at the listed price. GPT-6 Sol used 5% of ChatGPT Plus's weekly limit per pass, $0.012 per task at the listed price; at the ~$100 tier the board defaults to that is an estimated ~1% of ChatGPT Pro 5x's weekly limit (est, about $0.012 per task). Per task, GPT-6 Sol is about 6.0x cheaper ($0.012 vs $0.073). GPT-6 Astra is faster on real-world issues: a median task takes 2m 15s against 2m 44s. Both finished every task on it. Reasons to pick GPT-6 Sol anyway: it is cheaper per task ($0.012 vs $0.073).
Changed since W38: GPT-6 Astra: vibe coding C+ to C-.
| Dimension | GPT-6 Astra | GPT-6 Sol | Advantage |
|---|---|---|---|
| Capability | 43% | 38% | +5% (GPT-6 Astra leads) |
| Median task time | 2m 15s | 2m 44s | 29s faster (GPT-6 Astra leads) |
| Approx. task cost | $0.077 / task | $0.012 / task | $0.064 / task lower (GPT-6 Sol leads) |
GPT-6 Astra: 5.0% of ChatGPT Pro 5x (5.0% / 1w) per run. GPT-6 Sol: 4.0% of ChatGPT Plus (37.0% / 5h, 4.0% / 1w) per run. Its weekly limit holds about 6 of the week's 33.6 5h windows. Each figure is a share of that agent's own plan, so there is no delta to draw.
| Dimension | GPT-6 Astra | GPT-6 Sol | Advantage |
|---|---|---|---|
| Capability | 73% | 64% | +9% (GPT-6 Astra leads) |
| Median task time | 2m 56s | 2m 23s | 33s faster (GPT-6 Sol leads) |
| Approx. task cost | $0.057 / task | $0.011 / task | $0.046 / task lower (GPT-6 Sol leads) |
GPT-6 Astra: 1.0% of ChatGPT Pro 5x (1.0% / 1w) per run. GPT-6 Sol: 1.0% of ChatGPT Plus (8.0% / 5h, 1.0% / 1w) per run. Its weekly limit holds about 6 of the week's 33.6 5h windows. Each figure is a share of that agent's own plan, so there is no delta to draw.
| Dimension | GPT-6 Astra | GPT-6 Sol | Advantage |
|---|---|---|---|
| Capability | 61% | 51% | +10% (GPT-6 Astra leads) |
| Median task time | 2m 46s | 3m 4s | 18s faster (GPT-6 Astra leads) |
| Approx. task cost | $0.046 / task | $0.018 / task | $0.028 / task lower (GPT-6 Sol leads) |
GPT-6 Astra: 0.2% of ChatGPT Pro 5x (0.2% / 1w) per good solve. GPT-6 Sol: 0.4% of ChatGPT Plus (2.4% / 5h, 0.4% / 1w) per good solve. Its weekly limit holds about 6 of the week's 33.6 5h windows. Each figure is a share of that agent's own plan, so there is no delta to draw.
Grades and deltas are comparable only within a suite version. See methodology.
Frequently asked questions
Which is better for coding, GPT-6 Astra or GPT-6 Sol?
GPT-6 Astra clears higher: tier 2 of 5 versus tier 1 for GPT-6 Sol on real-world@v3, our private suite of real-world coding problems. Latest measurement 2026-09-20.
Which is cheaper per task, GPT-6 Astra or GPT-6 Sol?
GPT-6 Astra used 6% of ChatGPT Pro 5x's weekly limit per pass, $0.073 per task at the listed price. GPT-6 Sol used 5% of ChatGPT Plus's weekly limit per pass, $0.012 per task at the listed price; at the ~$100 tier the board defaults to that is an estimated ~1% of ChatGPT Pro 5x's weekly limit (est, about $0.012 per task). Per task, GPT-6 Sol is about 6.0x cheaper ($0.012 vs $0.073).
What do GPT-6 Astra and GPT-6 Sol cost a month?
GPT-6 Astra runs on ChatGPT Pro 5x at $100/month (public price as of 2026-09-05). GPT-6 Sol runs on ChatGPT Plus at $20/month (public price as of 2026-07-20).