Gemini 4 Argon vs Gemini 3.8 Flash 2026: Which Google Model
The short answer
Gemini 4 Argon is Google’s new frontier model (September 30, 2026): $2/$10 intro pricing, 1M-token output, #1 on the Vals Index, gated to cyber defenders for now. Gemini 3.8 Flash is Google’s generally available workhorse (September 2, 2026): $0.75/$3.75 through December 31, 2026, 64K output, fully multimodal input. Use 3.8 Flash for everything you ship today and for high-volume, latency-sensitive work; reserve Argon for long-horizon agentic coding, legal/finance research and vulnerability remediation once it is available. Facts verified October 1, 2026.
Side by side
| Gemini 4 Argon | Gemini 3.8 Flash | |
|---|---|---|
| Announced | September 30, 2026 | September 2, 2026 |
| Tier | Frontier (new Gemini 4 generation) | Flash (speed/cost tier) |
| Input / output per MTok | $2 / $10 intro → $4 / $20 | $0.75 / $3.75 through Dec 31, 2026 → $1.50 / $7.50 |
| Cached input | $0.10 (95% off) | Standard Gemini cache discount |
| Batch / Flex | Not stated at launch | 50% off |
| Context | 1M | 1M |
| Max output | 1M tokens (Google; Vals ran 262K) | 64K |
| Input modalities | Text, image, long video | Text, image, audio, video |
| Knowledge cutoff | Not stated | March 2026 |
| Availability | Fairwind Program only; paid API + AI Ultra next | GA on Gemini API, Vertex AI; default in AI Mode |
| Cyber variant | Shipped to Fairwind defenders without cyber guardrails | Gemini 3.8 Flash Cyber (Fairwind, separate model) |
| Vals Index | 68.90%, #1 of 41 | Finance Agent v2: 61.44% (#2 behind Argon) |
| AA Intelligence Index | Not yet scored | 58.7 |
| DeepSWE v1.1 | 77.9% | — |
| CWE-bench | v1: 68% (tied #1) | v0: frontier-level (Cyber variant) |
| Output tokens per AA task | — | ~48,000 (high) |
Prices from Google’s launch post and the Gemini API pricing page as of October 1, 2026.
What Argon adds over Flash
- Output length. 1M tokens in a single trajectory versus 64K. Google says this is what lets Argon “think deeply and generate hundreds of thousands of tokens” to solve a hard problem in one go — the libgav1 SIMD-to-Rust rewrite and the 800K-line Zircon kernel migration are the examples. Flash has to be chunked and orchestrated for that scale of job.
- Frontier scores. DeepSWE v1.1 77.9%, AutomationBench 51.3%, Harvey Legal Agent 19.6%, Vals Finance Agent v2 65.4% (3.8 Flash: 61.44%, the only place Google’s own table puts Flash near Argon).
- Prompt-injection resistance. 0.7% attack success rate on Gray Swan’s IPI benchmark, Google’s lowest ever; the chart does not list 3.8 Flash.
- Vulnerability discovery. On Wiz’s black-box pentest benchmark Argon beats 3.8 Flash Cyber at mapping attack surface, finding bugs and producing proof-of-concept evidence; it found a hospital-software vulnerability “previous frontier models had missed.”
What Flash keeps
- Price. 2.7x cheaper than Argon’s intro rate and 5.3x cheaper than its post-intro rate on both input and output, plus 50% Batch/Flex. The $0.75/$3.75 rate runs through December 31, 2026 — fixed and dated, unlike Argon’s open-ended “introductory.”
- Availability. GA on the Gemini API and Vertex AI since September 2, 2026, with audio input Argon’s launch post does not mention. Argon has no public date.
- Latency. Vals measured Argon at 46 minutes 33 seconds average latency per Index test at high effort; that is a batch model, not a chat model. Flash is the interactive tier.
- Patching track record. 3.8 Flash Cyber’s 2.6x Chrome-patch result via CodeMender stands; Argon “builds on” it, and CodeMender is listed alongside Argon in Fairwind.
Cost per task reality
Reference 30K-in / 5K-out task: Argon $0.11 (intro) / $0.22 (post); 3.8 Flash $0.041 (2026) / $0.0825 (2027). But Artificial Analysis found 3.8 Flash emits ~48K output tokens per task at high effort — 7.7x GPT-6 Astra — which erased most of its price advantage against Astra in measured cost ($2.04 vs $1.41–$3.27 per coding task). Argon’s per-task token use is unmeasured by AA; Vals’ $15.68 per Index test and $57.82 per Code Migration test suggest it uses its headroom. Run both on your workload at the effort level you will ship.
Which to choose in 2026
- Shipping now, any volume: Gemini 3.8 Flash. It is the only one of the two you can call.
- Multi-hour agentic jobs (migrations, audits, legal review): Gemini 4 Argon when it reaches the paid API; Flash chunked until then.
- Security patching at scale: 3.8 Flash Cyber + CodeMender today via Fairwind; Argon via Fairwind for discovery and remediation on the hardest targets.
- Budget planning: model Flash at $1.50/$7.50 (from January 1, 2027) and Argon at $4/$20 — both intro rates expire.
Related: Gemini 3.8 Flash vs 3.7 Flash vs Opus 5, Gemini 3.8 Flash Cyber vs GPT-5.6 Cyber vs Mythos 5.1, what is Gemini 4 Argon.
Last verified: October 1, 2026.