Google AI (Gemini)

Best value frontier stack and multimodal king. Use Flash for high-volume agent loops; Pro when quality…

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Best value frontier stack and multimodal king. Use Flash for high-volume agent loops; Pro when quality matters. Prefer Vertex for enterprise compliance. Strengths: Outstanding multimodal + long context; Aggressive price/performance on Flash; Tight GCP/Vertex enterprise path.

Overall

8.4

curated_estimate

confidence: high · as of 2026-10-19

Capability fit

9.2

Price / performance

8.8

Latency / reliability

8.5

Developer & agent DX

8.2

Privacy / data retention

8.0

Lock-in risk (higher = worse)

6.0

Maturity / track record

9.6

Lock-in risk: higher = more lock-in (worse). Overall already inverts this dimension.

Sources: Google AI for Developers: https://ai.google.dev · Gemini API: https://ai.google.dev/gemini-api

Best value frontier stack and multimodal king. Use Flash for high-volume agent loops; Pro when quality matters. Prefer Vertex for enterprise compliance.

Strengths

· Outstanding multimodal + long context
· Aggressive price/performance on Flash
· Tight GCP/Vertex enterprise path

Weaknesses

· API surface and versioning can feel fragmented (AI Studio vs Vertex)
· Agent tool-calling polish historically behind Anthropic/OpenAI
· Quota surprises on free/unpaid tiers

Pricing notes

Gemini 3.x Pro often ~$2/$12 under 200K; Flash tiers much cheaper. 1M context. Vertex for enterprise. Batch half-price common.

Regions: globalLast reviewed: 2026-10-19Status: active

Sourced pricing

Contract status ambiguous · input_output_split_not_a_single_rate. Single normalized $/1M: null. Machine list: /api/pricing?provider=google-ai

gemini-3.8-flash · usd_per_million_input_tokens · $0.75 · sourced_token_price
gemini-3.8-flash · usd_per_million_input_tokens · $1.5 · sourced_token_price
gemini-3.8-flash · usd_per_million_output_tokens · $3.75 · sourced_token_price
gemini-3.8-flash · usd_per_million_output_tokens · $7.5 · sourced_token_price
gemini-3.1-pro-preview · usd_per_million_input_tokens · $2 · sourced_token_price
gemini-3.1-pro-preview · usd_per_million_input_tokens · $4 · sourced_token_price
gemini-3.1-pro-preview · usd_per_million_output_tokens · $12 · sourced_token_price
gemini-3.1-pro-preview · usd_per_million_output_tokens · $18 · sourced_token_price
gemini-3-flash-preview · usd_per_million_input_tokens · $0.5 · sourced_token_price
gemini-3-flash-preview · usd_per_million_input_tokens · $1 · sourced_token_price
gemini-3-flash-preview · usd_per_million_output_tokens · $3 · sourced_token_price
gemini-2.5-pro · usd_per_million_input_tokens · $1.25 · sourced_token_price

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