Comparison
| Model | Vendor | Launch | Public API (approx.) | Context note | Access caveat | Best fit |
|---|---|---|---|---|---|---|
| GPT-6 Astra | OpenAI | Sep 3, 2026 | $10/$50 short; $20/$75 long | Confirm live docs | Staged rollout; Critical cyber gated | ChatGPT/Codex flagship agents |
| GPT-5.6 Sol | OpenAI | Prior 5.6 line | $4/$20 promo (confirm end date) | Confirm live docs | Broad | Default OpenAI until Astra proves out |
| Claude Fable 5.1 | Anthropic | Sep 1, 2026 | $10/$50; cache reads $0.25 | 1M | Mythos twin gated | Claude Code / Cowork hard agents |
| Muse Spark 1.3 | Meta | Sep 2, 2026 | $1.25/$4.25 Standard; Contributor cheaper | 1M | max preview; Contributor trains on data | Muse Code + Meta API |
| Gemini 3.8 Flash | Sep 2, 2026 | $0.75/$3.75 intro through Dec 31, 2026; then $1.50/$7.50 | Flash family | Flash Cyber via Fairwind | Antigravity / cheap Flash agents |
Prices verified against vendor docs / announcement pages in early September 2026. Always re-check live rate cards.
Same dollar sticker. Different stacks.
| If you… | Start with |
|---|---|
| Already pay OpenAI flagship and need the new agent loop | GPT-6 Astra (when it appears in your account) |
| Need OpenAI today at lower cost | GPT-5.6 Sol until Astra clears your price-per-task bar |
| Live in Claude Code / Cowork | Claude Fable 5.1 |
| Want Meta Muse Code + aggressive Standard pricing | Muse Spark 1.3 |
| Want Google Antigravity / Flash economics | Gemini 3.8 Flash |
Ignore “AGI era” briefing language. Ship evals.

ChatGPT is OpenAI's flagship conversational AI, available on web, mobile, and desktop. It handles writing, coding, research, image generation, voice chat, and agentic tasks through a single interface. Paid tiers unlock frontier models, higher usage limits, Codex coding agents, Deep Research, Sora video, and team admin controls. It remains the default general-purpose AI assistant for most consumers and many businesses.
Best for
General users who want the broadest AI feature set in one subscription, Developers using Codex alongside chat (Plus/Pro), Small teams needing SSO and admin without Enterprise sales, Content creators needing text, image, and video in one place, Power users who hit free limits and need frontier models
Pros
Widest feature set: chat, code, research, image, video, voice, agents Large plugin/GPT ecosystem and 60+ app connectors on Business Plus at $20/mo has held price while capabilities expanded Strong brand trust and frequent model upgrades Team plans with SSO at accessible per-seat pricing
Cons
Free tier is heavily rate-limited vs paid Deep Research and agent usage caps frustrate heavy researchers Privacy: consumer data may train models unless opted out Pro tiers ($100–$200) only worth it for power users hitting Plus limits Can be verbose or confidently wrong on niche factual queries
ChatGPT is OpenAI's flagship conversational AI, available on web, mobile, and desktop. It handles writing, coding, research, image generation, voice chat, and agentic tasks through a single interface. Paid tiers unlock frontier models, higher usage limits, Codex coding agents, Deep Research, Sora video, and team admin controls. It remains the default general-purpose AI assistant for most consumers and many businesses.
Muse Spark is Meta's proprietary multimodal reasoning model for agentic and coding work, served on Meta Model API and in Muse Code, with a 1M-token context window and OpenAI/Anthropic SDK-compatible endpoints.
Best for
Builders who want Meta's proprietary agentic/coding model with clear per-token pricing and Muse Code as a first-party harness. Not ideal for: teams that need open weights (use Muse Glimmer / Llama lines instead), or buyers who refuse any cloud API and Meta account.
Pros
Clear Standard vs Contributor pricing on official docs 1M context with agent-oriented API primitives First-party Muse Code harness plus SDK-compatible API 1.3 checkpoint focused on long-horizon agents and coding efficiency
Cons
Proprietary cloud model (no Spark open weights) Contributor tier trades privacy for cheaper tokens Audio understanding on 1.3 is limited per Meta docs max reasoning access may still be gated for some accounts

Muse Spark is Meta's proprietary multimodal reasoning model for agentic and coding work, served on Meta Model API and in Muse Code, with a 1M-token context window and OpenAI/Anthropic SDK-compatible endpoints.
Is GPT-6 Astra better than Claude Fable 5.1?
Same list price class. Coding and science benches are vendor- and harness-dependent; some public DeepSWE-style numbers sit within overlapping uncertainty. Run both on your repo.
Is GPT-6 Astra cheaper than Muse Spark or Gemini Flash?
No on list price. Astra is a flagship $10/$50 model. Muse Standard and Gemini Flash intro rates are much lower. Astra only wins if tokens-per-successful-task collapse enough.
Which recent model should a coding team try first?
Match the harness you already run: Codex/ChatGPT → Astra or Sol; Claude Code → Fable; Muse Code → Muse Spark; Antigravity → Gemini 3.8 Flash.