Gemini 2.5 Flash Lite vs Inkling
At a Glance
| Compare |  Gemini 2.5 Flash LiteGoogle DeepMind | InklingThinking Machines Lab |
|---|---|---|
| Intelligence, Cost, and Efficiency | ||
| IntelligenceHigher is better · MM Intelligence v2.5 | UnrankedNot in the 46-model eligible cohort | #34 of 4645.4 score · 3/3 sources · complete |
| CostLower is better · Published-token output estimate | UnrankedNot in the 44-model eligible cohort | #18 of 44$0.090 per LiveBench case |
| EfficiencyHigher is better · MM Efficiency v1.5 | UnrankedNot in the 38-model eligible cohort | #28 of 3848.1 score · 3/3 sources · complete |
| Pricing and Limits | ||
| Input priceFrom · USD / 1M tokens | $0.10Google AI ↗ · Aug 29, 2026 | $0.95Deepinfra ↗ · Sep 22, 2026 |
| Output priceFrom · USD / 1M tokens | $0.40Google AI ↗ · Aug 29, 2026 | $4.05Deepinfra ↗ · Sep 22, 2026 |
| Context windowMaximum documented tokens | 1,049K | 1,049K |
| Model facts checked | Aug 29, 2026View model evidence → | Sep 3, 2026View model evidence → |
Token prices are the lowest available sourced USD rates; input and output may use different providers. Cost ranking estimates output spend on LiveBench, not a full request bill. Ranking methodology →
Available Benchmarks
| Benchmark | Gemini 2.5 Flash-Lite | Inkling |
|---|---|---|
| ToneBench2026-09-11-10-task-4ef099199c9c · overall_score · unverified | 68.7687% of row best · points · Gemini 2.5 Flash-Lite · 2,360 output tokens / case | 79.41100% of row best · points · Inkling · 5,785 output tokens / case |
| Overall ResultCounted from the protocol-matched rows above | 0 benchmark winsNo overall winner | 0 benchmark winsNo overall winner |
Third-party benchmark Only like-for-like primary-publisher results are shown; raw scores, relative scores, configuration, and token spend remain visible.
Side-by-Side Facts
| Field | Gemini 2.5 Flash-Lite | Inkling |
|---|---|---|
| Developer | Google DeepMind | Thinking Machines Lab |
| Family | Gemini 2 5 | Inkling |
| Model | Gemini 2.5 Flash-Lite | Inkling |
| Version | Gemini 2.5 Flash-Lite | Inkling |
| Lifecycle | active | active |
| Released | Unknown | 2026-07-15 |
| Knowledge cutoff | 2025-01-01 | Unknown |
| Input modalities | Text, Image, Video, Audio, Document | Text, Image, Video, Audio |
| Output modalities | Text | Text |
| Context window | 1,049K | 1,049K |
| Total parameters | Unknown | 975B |
| Active parameters | Unknown | 41B |
| License | Unknown | apache-2.0 |
| Open weights | No | Yes |
| API available | Yes | Yes |
| Self-hostable | No | Yes |
| Provider access | Google AI (Standard), Google Gemini (Standard) | Deepinfra (Standard), Fireworks Ai (Standard), Openrouter (Standard), Together Ai (Standard) |
| Capabilities | chat, generation, reasoning, tools | agents, chat, coding, generation, reasoning, tools, vision |
Gemini 2.5 Flash Lite Capabilities
Inkling Capabilities
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Primary Evidence
Sources and Freshness
Questions
Gemini 2.5 Flash Lite vs Inkling FAQs
Is Gemini 2.5 Flash Lite or Inkling better for coding?+
This comparison does not currently contain a protocol-matched coding benchmark for both Gemini 2.5 Flash Lite and Inkling, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.
Which is cheaper, Gemini 2.5 Flash Lite or Inkling?+
Gemini 2.5 Flash Lite is $0.10 and Inkling is $0.95 per million tokens, so Gemini 2.5 Flash Lite is cheaper on this metric. Gemini 2.5 Flash Lite is $0.40 and Inkling is $4.05 per million tokens, so Gemini 2.5 Flash Lite is cheaper on this metric.
Which has a larger context window, Gemini 2.5 Flash Lite or Inkling?+
Neither model has a larger sourced context window in this comparison. Gemini 2.5 Flash Lite is 1,049K and Inkling is 1,049K.
Which performs better in benchmarks, Gemini 2.5 Flash Lite or Inkling?+
There is no overall benchmark winner: At least two independently verified, protocol-matched benchmarks are required for an overall winner.
Can Gemini 2.5 Flash Lite or Inkling be self-hosted?+
Inkling is the only model in this pair currently marked as self-hostable. Gemini 2.5 Flash Lite is not marked open weight; Inkling is open weight.
Can Gemini 2.5 Flash Lite and Inkling understand images?+
Gemini 2.5 Flash Lite is documented with image input; Inkling is documented with image input. This reflects supported input modalities, not vision quality.
Which can generate longer answers, Gemini 2.5 Flash Lite or Inkling?+
Neither has a larger sourced maximum output. Gemini 2.5 Flash Lite is 66K and Inkling is —.
Do Gemini 2.5 Flash Lite and Inkling support reasoning and tool use?+
Gemini 2.5 Flash Lite: reasoning, tool calling, and image input. Inkling: reasoning, tool calling, and image input. Feature support does not establish relative quality.
Which is available from more inference providers, Gemini 2.5 Flash Lite or Inkling?+
Gemini 2.5 Flash Lite has 2 sourced provider routes; Inkling has 4, so Inkling has broader tracked availability.
Which offers better value, Gemini 2.5 Flash Lite or Inkling?+
There is no universal value winner. Compare the input and output prices above with the matched benchmark result for your workload: cheaper tokens can be offset by different quality, token usage, latency, or provider availability.