Gemma 7B Instruct
Gemma 7B Instruct is worth evaluating for coding, classification, and json / tool use when its provider route and context window match the workload.
Use it for
- Teams evaluating coding, classification, and json / tool use
- Workloads that can use a 8k context window
- Buyers comparing 4 tracked provider routes
Do not use it for
- Vision or document-understanding workloads
Cheapest of 8 routes · Lepton AI API
About
Gemma 7B Instruct is a cutting-edge large language model developed by Google DeepMind, boasting 7 billion parameters. As part of the Gemma family, it benefits from the advanced research underpinning Google's Gemini models. This model is optimized for text generation tasks, excelling in areas like question answering and summarization, and it is finely tuned to follow instructions effectively. Despite its compact size, Gemma 7B Instruct performs impressively on benchmarks, making it versatile for deployment across various hardware platforms, from laptops to cloud infrastructure. Moreover, it is open-source, with accessible weights and incorporates responsible AI practices, such as data filtering and human feedback, to ensure safe and ethical use.
Gemma 7B Instruct is an open-weight model in the Gemma family. The structured metadata tracks a 8k-token context window and structured outputs. This page tracks provider routes through NVIDIA NIM, Fireworks AI, Together AI, and 5 more, with the cheapest tracked route listed at $0.05 input and $0.25 output per 1M tokens. Headline tracked benchmarks include Google-Proof Q&A 50.8, HellaSwag 89.2, and HumanEval 70.1.
Top use-case fit: coding, agents, and build tasks
Coding
Q/$ A1 relevant benchmark in the decision map.
Classification
Q/$ A2 relevant benchmarks in the decision map.
JSON / Tool use
Included by capability and metadata signals in the decision map.
Provider price ladder
Compare all 8Compare API pricing across 4 providers for input and output tokens, batch, and cached reads when available.
| Provider | Input / 1M | Output / 1M | Route |
|---|---|---|---|
| Lepton AI API | $0.070 | $0.070 | Serverless |
| Fireworks AI | $0.200 | $0.200 | Provisioned |
| Together AI | $0.200 | $0.200 | Serverless |
| Replicate API | $0.050 | $0.250 | Serverless |
Available via routers & gateways(14)
AIRouter
RouterCommercial LLM router that analyzes incoming requests and routes to the optimal model for cost/quality/latency via a drop-in OpenAI-compatible API, with a privacy-preserving embedding mode that avoids sending prompt content.
Helicone
GatewayObservability-first AI gateway with routing, caching, rate limiting, and request tracing; Apache 2.0 open-source core with a managed hosted tier for logging and analytics.
Kong AI Gateway
GatewayMulti-LLM AI gateway built on Kong Gateway 3.x, adding semantic routing, load balancing, guardrails, and MCP traffic analytics as plugins over Kong's existing API management platform.
LiteLLM
GatewayOpen-source Python SDK and proxy server that unifies 100+ LLM APIs behind a single OpenAI-compatible interface, with load balancing, cost tracking, and configurable failover.
Martian
RouterAI-powered LLM router that analyzes each prompt in real-time to select the optimal model, targeting 20–97% cost reduction while maintaining quality; San Francisco startup reportedly nearing $1.3B valuation.
Neutrino AI
RouterCommercial LLM router that dynamically routes each query to the best-suited model with load balancing and fallback handling, charging 3% of underlying AI spend.
Capabilities
Benchmark peer barsfor Coding
Benchmark scores(5)
| Benchmark | Score | Version | Source |
|---|---|---|---|
| Google-Proof Q&A | 50.8 | diamond | research |
| HellaSwag | 89.2 | 10-shot | https://arxiv.org/abs/2403.08295 |
| HumanEval | 70.1 | pass@1 | https://arxiv.org/abs/2403.08295 |
| Massive Multitask Language Understanding | 75.3 | 5-shot | https://arxiv.org/abs/2403.08295 |
| Instruction-Following Evaluation | 42.6 | v2 | https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard |
Migration checks
No linked migration route is available for this model yet.
Rankings & picks(1)
Comparison and alternatives
Browse all comparisons →Show all 32 popular comparisonssorted by 7-day search impressions
Cheapest of 8 routes · Lepton AI API