Model comparison
GPT-5.6 Terra vs Grok 4.5
OpenAI against SpaceXAI, compared on context, price, and attributed benchmark results.
Recorded profile verification October 1, 2026Individual provider fields may changeEvidence confidence: Medium — see receipts below
OpenAI
GPT-5.6 Terra
Balanced
SpaceXAI
Grok 4.5
Balanced
| Specification | GPT-5.6 Terra | Grok 4.5 |
|---|---|---|
| Provider | ||
| Provider | OpenAI | SpaceXAI |
| Tier | ||
| Tier | Balanced | Balanced |
| Context window | ||
| Context window | Winner: 1.05M | 500K |
| Max output | ||
| Max output | 128K | Not verifiedUnverified |
| Input / 1M tokens | ||
| Input / 1M tokens | $2 | $2 |
| Output / 1M tokens | ||
| Output / 1M tokens | $12 | Winner: $6 |
| Weights | ||
| Weights | Closed | Closed |
| Parameters | ||
| Parameters | Not verifiedUnverified | Not verifiedUnverified |
| Reasoning levels | ||
| Reasoning levels | none, low, medium, high, xhigh, max | low, medium, high |
| Modalities | ||
| Modalities | text, image | text, image |
| API model id | ||
| API model id | gpt-5.6-terra | grok-4.5 |
| Released | ||
| Released | July 9, 2026 | July 8, 2026 |
| Artificial Analysis Intelligence Index [max] · source date GPT-5.6 Terra: 2026-10-01 | ||
| Artificial Analysis Intelligence Index [max] · source date GPT-5.6 Terra: 2026-10-01 | 42 | Not verifiedUnverified |
| Terminal-Bench 2.1 · source date GPT-5.6 Terra: 2026-07-09 | ||
| Terminal-Bench 2.1 · source date GPT-5.6 Terra: 2026-07-09 | 87.4 | Not verifiedUnverified |
| Terminal-Bench 2.1 · source date Grok 4.5: 2026-07-16 | ||
| Terminal-Bench 2.1 · source date Grok 4.5: 2026-07-16 | Not verifiedUnverified | 83.3 |
| LiveBench · source date GPT-5.6 Terra: 2026-09-05 | ||
| LiveBench · source date GPT-5.6 Terra: 2026-09-05 | 77.9 | Not verifiedUnverified |
| DeepSWE 1.1 · source date Grok 4.5: 2026-07-16 | ||
| DeepSWE 1.1 · source date Grok 4.5: 2026-07-16 | Not verifiedUnverified | 53 |
| DeepSWE 1.1 · source date Grok 4.5: 2026-07 | ||
| DeepSWE 1.1 · source date Grok 4.5: 2026-07 | Not verifiedUnverified | 54 |
Dates beside benchmark scores refer to the linked source’s publication or capture date unless that source explicitly states when it measured the result. A shared URL alone does not establish comparable runs; unverified setups are marked. Prices are USD per million tokens at standard rates, excluding batch and caching discounts. Values we could not confirm from the provider are shown as “Not verified” rather than estimated.
Benchmark receipts
Where each score comes from, and how far it can be compared across models.
- Source date2026-10-01Artificial Analysis (GPT-5.6 Terra (max))
Composite index blending reasoning, knowledge, and coding evals into one 0–100 score.
Comparable with caveatOnly same-version scores are comparable. v4.3.2 was rebaselined (the top score fell from 66 on v4.1.1 to ~58), so v4.1.1 figures must not be compared with v4.3.2 figures — check the cited source and its date.
- Source date2026-09-05LiveBench official leaderboard (benchmark-owned), max effort
Contamination-resistant general capability across reasoning, coding, math, data analysis, and language, with monthly question refreshes.
Comparable with caveatCompare only observations confirmed to use the same exact question-set version. Date proximity (including within one month) does not establish identical questions; when the version is unavailable, treat the scores as unaligned.
- Source date2026-07-16xAI — Introducing Grok 4.5 (vendor; Datacurve-run)
Agentic software engineering: pass@1 on real repo tasks with reported cost per completed task.
Directly comparable
- Source date2026-07-16xAI — Introducing Grok 4.5 (vendor)
Agentic terminal work: multi-step tasks executed in a sandboxed shell environment.
Comparable with caveatNot comparable with Terminal-Bench 3.0 or 4.0 (different task sets) or v1; harness configuration (container, time limits) also shifts results.
- Source date2026-07-09OpenAI GPT-5.6 launch table (vendor-reported; effort and experiment date unspecified) (Vendor launch table; complete common run settings unverified)
Agentic terminal work: multi-step tasks executed in a sandboxed shell environment.
Comparable with caveatNot comparable with Terminal-Bench 3.0 or 4.0 (different task sets) or v1; harness configuration (container, time limits) also shifts results.
- Source date2026-07Google DeepMind 3.6 Flash evaluation report (vendor-authored cross-model comparison; distinct observation from xAI's 53, with run comparability unverified)
Agentic software engineering: pass@1 on real repo tasks with reported cost per completed task.
Directly comparable
Pricing tiers
GPT-5.6 Terra: Launch $2.50/$15, reduced to $2/$12 on July 30. Above 272K input the full request bills $4/$18. Cached input $0.20; cache writes $2.50 at short context. Batch $1/$6 at short context. Regional/FedRAMP processing adds 10% where eligible.
Grok 4.5: Standard $2/$6 per MTok below 200K prompt tokens; at 200K or more the full request bills $4/$12. Cached input $0.30 short or $0.60 long. US regional inference adds 10%. No separate text-output cap is verified.
GPT-5.6 Terra
OpenAI’s middle GPT-5.6 tier for balancing intelligence and cost, with text/image input and a 1.05M-token context.
Best for
- Cost-sensitive production
- Mixed reasoning workloads
- High-volume agents
Watch out
GPT-6.1 Sol lists the same $2 input price and a lower $10 output price than Terra’s $12. Compare representative tasks rather than infer quality from token prices or one index. Terra remains listed in the API model catalog.
Grok 4.5
Grok 4.5 is SpaceXAI's hosted reasoning model with a 500K-token context and configurable low, medium and high effort.
Best for
- Real-time data queries
- Technical tasks
- Cost-sensitive reasoning
Watch out
An earlier API model, still listed in pricing; current docs recommend Grok 4.7. Context is 500K. xhigh requests map to high and reasoning cannot be disabled; presencePenalty, frequencyPenalty and stop are unsupported. Match the exact model, effort and dated benchmark configuration.
When the cheaper one wins
Grok 4.5 is cheaper on output at $6 per million tokens against $12 for GPT-5.6 Terra — about 2.0×. Use the cheaper tier for classification, extraction, summarisation, and any task where the expensive model’s extra score does not change the accepted output. The expensive one only pays if your hardest task actually fails on the cheap tier. On DeepSWE 1.1, Grok 4.5 is 53.8% Pass@1 at $2.42/task versus GPT-5.6 Terra at 69.6% / $4.95/task. This compares standard short-context token rates, not total cost per accepted task. Include input, cache, context tiers, schedules, retries and review in your pilot.
Run the model pickerEvidence confidence: Medium
How strong and complete the evidence behind this comparison is — not a prediction of which model is better.
- Pricing verified on both sides — Input and output rates are verified for both models.
- 3/5 core specs verified on both sides — Not published for at least one side: max output, parameter count.
- No directly aligned benchmark setup — No benchmark has matching cited sources, source dates, units, effort and recorded run details on both models.
- Verified within the last 90 days — Older of the two catalog checks was 25 days ago.
- Both models carry source citations — Each side has at least two catalog sources on record.
Source receipts
Each catalog figure was checked against the provider or an independent second source on the date shown.
- GPT-5.6 Terra: OpenAI model card — whole-profile source check October 1 (accessed 2026-10-01)
- GPT-5.6 Terra: OpenAI current API pricing and processing tiers (accessed 2026-10-01)
- GPT-5.6 Terra: OpenAI — GPT-5.6 (accessed 2026-08-29)
- GPT-5.6 Terra: OpenAI API pricing (gpt-5.6-terra $2/$12) (accessed 2026-08-29)
- Grok 4.5: Whole-profile primary source check October 1 (accessed 2026-10-01)
- Grok 4.5: Whole-profile primary source check October 1 (accessed 2026-10-01)
- Grok 4.5: SpaceXAI API release notes — Grok4.5 July8, EU availability July17 (accessed 2026-10-01)
- Grok 4.5: SpaceXAI formal Grok4.5 announcement (July16; API release separately July8) (accessed 2026-08-29)
- Grok 4.5: xAI pricing (grok-4.5 $2/$6, 500K) (accessed 2026-08-29)
- Grok 4.5: SpaceXAI reasoning API (Grok 4.5 effort mapping) (accessed 2026-10-01)
Related comparisons
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- Amazon Nova 2 Pro vs Grok 4.5
- Base 1 vs GPT-5.6 Terra
- Base 1 vs Grok 4.5
Diving deeper on one model? GPT-5.6 Terra · Grok 4.5
Common questions
GPT-5.6 Terra vs Grok 4.5
Answered from the verified figures on this page rather than general guidance.
Is GPT-5.6 Terra or Grok 4.5 cheaper for input?
Is GPT-5.6 Terra or Grok 4.5 cheaper for output?
Which has the larger context window, GPT-5.6 Terra or Grok 4.5?
Do GPT-5.6 Terra and Grok 4.5 support the same reasoning levels?
Should I use GPT-5.6 Terra or Grok 4.5?
Next step
Choosing between them
The verified figures that separate this pair, computed from the catalog rather than restated boilerplate.
- Context: GPT-5.6 Terra takes 1.05M against 500K for Grok 4.5 — only decisive if your prompts approach the smaller window.
Choosing a harness rather than a model — Cursor, Copilot, Claude Code, Windsurf, or Lovable? Compare agentic harnesses · Latest releases.