Gemini 3.1 Flash TTS preview
Google Vertex AI audio speechGemini 3.1 Flash TTS preview is a Google Vertex AI text-to-speech model.Input is priced at $1.00/M tokens and output at $20.00/M tokens. Route Gemini 3.1 Flash TTS preview via Future AGI's Agent Command Center for unified observability, caching, and 15 routing strategies including cost-optimized fallback.
Estimate Gemini 3.1 Flash TTS preview spend
Pick a workload, fine-tune the sliders, and see the monthly bill.
Estimate uses $1.00/M input · $20.00/M output. Provider pricing changes. Production costs vary with retries, streaming overhead, and tool-call rounds.
Want this for free? Cache + route via Agent Command Center — first 100K requests and 100K cache hits free every month.
Pricing
Per-token rates, expressed in USD per 1M tokens. Verified Oct 22, 2026.
| Input | $1.00/M | |
| Output | $20.00/M | |
| Blended (3:1 in:out) | $5.75/M Cross-model comparable price | |
| Batch input | $0.500/M |
Context & limits
- Context window
- —
- Max input
- —
- Max output
- —
- Modalities
- audio, text
Capabilities
- Function calling — not advertised
- Parallel tool calls — not advertised
- Vision input — not advertised
- Audio input — not advertised
- Audio output — not advertised
- PDF input — not advertised
- Streaming ✓ supported
- Structured output — not advertised
- Prompt caching — not advertised
- Reasoning — not advertised
Strengths & caveats — when to pick Gemini 3.1 Flash TTS preview
Data-driven from Gemini 3.1 Flash TTS preview's percentile within audio speech peers.
Where it's strong
- +pricing — cheaper than 100% of priced audio speech models on Future AGI
Watch out for
- No major caveats flagged from public spec.
Benchmarks pending
We haven't logged public benchmark scores for Gemini 3.1 Flash TTS preview yet. Have one to contribute? Submit a source — citations help us prioritise.
Call Gemini 3.1 Flash TTS preview via Agent Command Center
One OpenAI-compatible endpoint. Routing, fallback, semantic caching, guardrails, and cost tracking come along for the ride. First 100K requests + 100K cache hits free every month.
agentcc / @agentcc/client). Per-call metadata — provider, cost, latency, cache hit, request id — is returned on x-agentcc-* response headers, so any HTTP client can read it.# Gemini 3.1 Flash TTS preview via the Agent Command Center Python SDK
# pip install agentcc
import os
from agentcc import AgentCC
client = AgentCC(
api_key=os.environ["AGENTCC_API_KEY"], # from app.futureagi.com → Settings → API Keys
base_url="https://gateway.futureagi.com/v1",
)
resp = client.chat.completions.create(
model="vertex-ai/gemini-3-1-flash-tts-preview",
messages=[{"role": "user", "content": "Hello, Gemini 3.1 Flash TTS preview!"}],
)
print(resp.choices[0].message.content)
print(f"Tokens: {resp.usage.total_tokens}")
# Per-call gateway metadata is returned on x-agentcc-* response headers.
# When you need it programmatically, use .with_raw_response to get them:
raw = client.chat.completions.with_raw_response.create(
model="vertex-ai/gemini-3-1-flash-tts-preview",
messages=[{"role": "user", "content": "Same call, but I want the headers."}],
)
print("Provider:", raw.headers.get("x-agentcc-provider"))
print("Latency:", raw.headers.get("x-agentcc-latency-ms"), "ms")
print("Cost: ", raw.headers.get("x-agentcc-cost"), "USD")
print("Cache: ", raw.headers.get("x-agentcc-cache"))AGENTCC_API_KEY with a key fromapp.futureagi.com.Gateway docs ↗Same model on other providers
gemini-3-1-flash-tts-preview is also available via 1 other route. Pricing, regions, and capabilities can differ — compare before routing production traffic.
| Provider | Input / 1M | Output / 1M | Verified |
|---|---|---|---|
| Google AI | $1.00/M | $20.00/M | Oct 22, 2026 |
Explore similar models
Gemini 3.1 Flash TTS preview doesn't have a public Arena ELO score yet, so we group by provider only — quality-tier comparisons need a benchmark. Side-by-side links appear where a comparison page exists; otherwise, open the model profile.
- Gemini 3.8 Flash Lite TTSGoogle Vertex AI · $0.500/M in · $6.00/M out · 8,192 ctxView model →
- Gemini 3.8 Flash TTSGoogle Vertex AI · $0.500/M in · $9.00/M out · 8,192 ctxView model →
- Gemini 2.5 Flash preview TTSGoogle Vertex AI · $0.500/M in · $10.00/M outView model →
- Gemini 2.5 Flash TTSGoogle Vertex AI · $0.500/M in · $10.00/M outView model →
FAQ
How much does Gemini 3.1 Flash TTS preview cost?
Input is priced at $1.00 per 1M tokens and output at $20.00 per 1M tokens (Google Vertex AI, last verified Oct 22, 2026).
What is the context window of Gemini 3.1 Flash TTS preview?
Context window for Gemini 3.1 Flash TTS preview is not currently public.
Does Gemini 3.1 Flash TTS preview support function calling?
Gemini 3.1 Flash TTS preview does not currently advertise function-calling support. For agentic workloads, prefer a tool-calling-capable model and route via Agent Command Center for fallback.
Is Gemini 3.1 Flash TTS preview good for production?
Gemini 3.1 Flash TTS preview is well-suited for pricing — cheaper than 100% of priced audio speech models on Future AGI.
How can I route to Gemini 3.1 Flash TTS preview with fallback?
Use Agent Command Center: a single OpenAI-compatible endpoint that supports cost-optimized routing, latency-aware retries, model fallback, and shadow traffic. Configure once, swap models without app changes.
Useful links for Gemini 3.1 Flash TTS preview
Official sources, independent benchmarks, and pricing aggregators — no random search-engine guesses.
Third-party evals — verify the marketing.
Cross-check our number against the rest of the ecosystem.