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Grok vs Claude

Grok is xAI's closed family, offered behind a published API rate card with 500K context. Claude is Anthropic's closed family and the quality ceiling of TSK-1. We have not run these two head to head yet, so this page is honest about that gap and compares what is publicly published. It is a routing matrix, not a scoreboard.

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Last updated: August 2026

Quick Comparison Table

Feature Grok (xAI) Claude (Anthropic)
Weights ✗ Closed — weights are not released ✗ Closed — gateway only
Architecture Undisclosed — xAI publishes capability comparisons Undisclosed
Live models grok-4.6 flagship, plus grok-4.5 and earlier rungs Sonnet 5, Opus 5, Haiku 4.5
Context window 500K tokens 1M tokens, billed at standard rates
Price per 1M tokens (as of Aug 2026) grok-4.6 $2.00 in / $6.00 out (<200K prompt), $4.00/$12.00 above (source) Haiku 4.5 $1/$5 · Sonnet 5 $2/$10 intro · Opus tier $5/$25 (source)
Headline public benchmark xAI-published internal eval comparisons per release Anthropic-published internal evals
TSK-1 status Available — test still to come Tested — Jul 30 to Aug 6, 2026 on record
Best for xAI's flagship for code and chat All-round build quality, customer-facing finish

TL;DR: We haven't run Grok and Claude head to head yet — Grok carries an available status, Claude has results on record. What's published: Claude writes the cleanest code we have measured (Aug 3, 2026) and holds the quality ceiling, while Grok publishes a rate card at $2/$6 per 1M and a 500K context. Route both inside Taskade Genesis rather than standardizing on one.


What TSK-1 Found

We haven't run these two head-to-head yet; here's what public benchmarks show. Claude has deep results on record: the cleanest code we have measured (Aug 3, 2026), the best-looking build of any test we have run (Jul 30, 2026), and the most complete record of its own work (Aug 1, 2026). Two Claude builds in early August did not finish what they started, and we publish those too. Grok carries an available status in the dataset, with vendor-published eval comparisons per release and a public API rate card. Until a head-to-head test runs, this pairing rests on published rate cards and Claude's one-sided record, not on a controlled test of both.

  • Grok: Not yet tested by us — available status only. Published: grok-4.6 rate card ($2/$6 per 1M under 200K prompt), 500K context.
  • Claude: Aug 3, 2026 — the cleanest code we have measured; Jul 30, 2026 — the only model to check its own finished agent by chatting with it, and the best-looking build of any test we have run; Aug 1, 2026 — the most complete record of its own work (Opus).

See the full evidence at /tsk/grok, /tsk/claude, and the TSK-1 hub.


Grok 4.6 vs Claude Sonnet 5

This comparison rests on published rate cards and Claude's record, not on a controlled head-to-head, and the honest thing is to say so up front. Grok 4.6 is xAI's flagship: closed weights, undisclosed architecture, a 500K-token context, and a published rate card at $2.00 in and $6.00 out per million tokens for prompts under 200K, doubling above. xAI publishes capability comparisons per release; independent leaderboard positions vary by release.

Claude Sonnet 5 is the most-tested model on this page. On Aug 3, 2026 it wrote the cleanest code of that test. On Jul 30, 2026 it was the only build of its test to check its own finished agent by chatting with it. On Aug 3 and Aug 6, 2026 two builds did not finish what they started and the wrong app came out — one-off failures to finish rather than a pattern in what Claude can do, and published all the same.

The practical difference today is how much has been measured, not quality. Claude's agent behavior is graded across five tests; Grok's is not yet. That does not make Grok a worse model — it makes Grok untested by us. Try it on your own prompts, and route per step.


Choose Grok If…

A comparison that never concedes anything is not worth reading. Grok is the better pick in several common cases.

  • You want xAI's current flagship for code and chat. xAI positions Grok 4.6 as its most intelligent and fastest model.
  • Cost-sensitive drafting at scale. Grok 4.6's published rate card sits below the Opus tier and above Haiku on input pricing.
  • You are evaluating, not committing. Both families are available in Taskade; try Grok on your real prompts and judge on your own work.
  • Your context needs fit 500K tokens. For work inside that window, Grok's rate card is a clean published line item.

Choose Claude If…

  • The output is customer-facing prose. Long-form writing quality and careful instruction following are Anthropic's most consistently cited strengths.
  • You want agent behavior that has actually been measured. Sonnet 5's cleanest-code result (Aug 3, 2026) and its self-check by chat (Jul 30, 2026) are controlled evidence, not vendor claims.
  • Code health is the binding constraint. Sonnet 5 wrote the cleanest code of any model we have measured (Aug 3, 2026).
  • You need a million tokens of context. Claude bills the full 1M window at standard rates with no long-context surcharge.

The Taskade Angle: Route, Don't Standardize

Most comparison pages end with "pick one". The operating reality of 2026 is that serious teams run several models and route between them — especially when the controlled evidence for a pairing has not been collected yet.

Taskade routes across 15+ frontier models from OpenAI, Anthropic, Google, and open-weight providers inside one workspace, with the AI allowance included in the subscription rather than a separate API account per lab. Paid plans start at Pro $10/mo billed annually, with Business $25, Max $100 and Enterprise $250 per month billed annually. You set the model per agent or per automation step, so a fast drafting step on Grok and a customer-facing reasoning step on Claude can each get the model that fits. Leave a step on TSK-1 Auto and it adapts the depth instead — fast when the step is quick, deeper reasoning when it is not.

Four patterns that hold up:

  • Draft on one flagship, finalize on the tested one. Grok for volume drafting; Claude for the step that reaches a customer.
  • Try before you standardize. Run your own evaluation on your real prompts before any model becomes your default — especially while a TSK-1 test is still to come.
  • Every step lands in the same project graph. Whichever model runs a step, the result becomes shared workspace memory, so the next agent inherits context instead of re-deriving it.
  • Scheduled automations read from the same place. Model choice becomes a per-step setting, not a platform decision.

See 10 Best Open-Source AI LLMs in 2026 for how the closed labs compare with the open-weight field.


Final Word: Measured vs Pending

Claude is the measured quality ceiling — five tests, the cleanest code we have seen, and two builds that did not finish, published alongside the wins. Grok is the published-rate-card contender with a TSK-1 test still to come and a flagship xAI is shipping fast.

Neither is the winner today. The winner is the setup that uses the tested model where evidence exists, tries the other one on its own work, and can change its mind the day the results land.

▲ Memory feeds Intelligence. ■ Intelligence triggers Execution. ● Execution creates Memory. Two closed families. One workspace. No single point of vendor failure.

This is the origin of living software. 🌱

Build with Grok and Claude in one workspace →


Verify the comparison yourself

This is our take. We’re biased — we make Taskade. Read the alternatives from the source:

When you are ready, build with Taskade Genesis or browse live apps from the Taskade community.

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