Google: Gemini 2.5 Flash (batch)
Gemini 2.5 Flash is Google's state-of-the-art workhorse model, specifically designed for advanced reasoning, coding, mathematics, and scientific tasks. It includes built-in "thinking" capabilities, enabling it to provide responses with greater...
Anyone in the Project can @-mention Google: Gemini 2.5 Flash (batch) with the team's shared context - pooled credits, one chat, one memory.
Starter is free forever - 1 Project, 100 credits/month, 1 MCP. No card.
Verdict
Best for
- Bulk document processing at scale
- Video archive analysis and tagging
- Cost-sensitive multimodal workflows
- Overnight data enrichment pipelines
- Large image dataset classification
Strengths
Input pricing at $0.15/Mtok undercuts synchronous Gemini 2.5 Flash by 70% and beats most text-only models on cost. The full 1M token context window handles book-length documents or hour-long video transcripts in a single pass. Multimodal support spans images, audio, video, and file uploads — rare at this price point. Batch processing removes rate limit friction when you're pushing hundreds of requests through overnight jobs.
Trade-offs
Batch mode means no streaming, no real-time interaction, and unpredictable completion times — Google quotes 'within 24 hours' but doesn't guarantee sub-hour turnaround. You lose the ability to course-correct mid-conversation or react to intermediate outputs. Performance benchmarks aren't published separately for batch mode, so assume parity with synchronous Flash but verify on your workload. If your use case needs answers in seconds or interactive refinement, this isn't the model.
Specifications
- Provider
- Category
- llm
- Context length
- 1,048,576 tokens
- Max output
- 65,535 tokens
- Modalities
- file, image, text, audio, video
- License
- proprietary
- Released
- 2025-06-17
Pricing
- Input
- $0.15/Mtok
- Output
- $1.25/Mtok
- Model ID
google/gemini-2.5-flash:batch
Per-token prices show what the model costs upstream. On Switchy your team draws from one shared org credit pool - one plan, one balance for everyone.
Team cost calculator
5 seats · 80 msgs/day
Switchy meters this against your org's shared credit pool - one plan, one balance for everyone.
Providers
Performance
Benchmarks
Works well with
Top MCPs
Compatibility data comes from first-party telemetry; once we have enough co-usage signal, top MCPs for this model will appear here.
How Switchy teams use it
Starter prompts
Batch Video Summarization
Watch this video and provide a structured summary: list the main topics covered, timestamp any key moments or transitions, and note any on-screen text or graphics that appear. Format as a bulleted list.Open in a Project →
Document Set Classification
Read this document and assign it to one of these categories: [list your categories]. Provide a one-sentence justification for your choice and flag any ambiguous cases.Open in a Project →
Image Dataset Labeling
Describe this image in 2-3 sentences, focusing on the main subject, setting, and any notable details. Then provide 5-7 keyword tags suitable for search indexing.Open in a Project →
Audio Transcription Enrichment
Transcribe this audio file and identify distinct speakers if multiple voices are present. After the transcript, summarize the overall tone and any action items or decisions mentioned.Open in a Project →
Overnight Data Extraction
Extract all contact information, dates, and monetary amounts from this document. Return results as a JSON object with keys: names, emails, phones, dates, amounts. If a field is missing, use null.Open in a Project →
Compare with
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