Agnes 1.5 Pro
zenmux/agnes-1-5-proVon zenmux · veröffentlicht 2026-03-21
Prices in USD per 1M tokens. Unknown means the provider does not publish per-token pricing.
Fähigkeiten
Model fit scores
0–100 · higher is betterThese scores reward declared capabilities, context size, price and provider availability — they are not benchmark results. Use them as a directional signal alongside your own evaluation.
Coding59
- Tool calling40/40
- Structured output0/20
- Reasoning10/10
- Context window (100K → 1M)8/20
- Provider availability1/10
Agents66
- Tool calling35/35
- Structured output0/25
- Reasoning15/15
- Output token limit15/15
- Provider availability1/10
JSON / structured output48
- Structured output / JSON mode0/50
- Tool calling20/20
- Temperature control10/10
- Price-friendly for high-volume18/20
Cost efficiency63
- Headline price (log-scaled)63/95
- Has prompt-cache pricing0/5
Long context60
- Context window (100K → 2M)50/90
- Has published price for full window10/10
Production-readiness65
- Number of independent providers5/40
- Has published per-token price20/20
- Context window ≥ 8K15/15
- No data inconsistencies across providers10/10
- Official model (not derivative)15/15
Cost Efficiency Index
Open full calculator →Estimated cost using the recommended provider's headline rate. Each scenario fixes average input/output tokens — the assumptions are shown in the third column.
| Scenario | Cost | Assumption |
|---|---|---|
RAG answer per 1,000 RAG answers | $1.20 < $0.01 per request | 5K input tokens (query + 4 retrieved chunks of ~1K each) and a 500-token answer. Typical SaaS knowledge-base bot. |
Support ticket triage per 10,000 tickets | $2.40 < $0.01 per request | 1K input tokens (ticket body + system prompt) and a 100-token JSON classification reply. High-volume customer support. |
Data extraction per 1,000 documents | $0.72 < $0.01 per request | 2K input tokens (a single document page) and a 500-token JSON extraction. ETL / invoice / form pipelines. |
Code review per 1,000 PRs | $2.08 < $0.01 per request | 8K input tokens (diff + surrounding files) and a 1K-token review comment. PR-bot workloads. |
Agent step per 1,000 steps | $2.40 < $0.01 per request | 12K input tokens (long-running tool history) and a 600-token tool-call decision. Cost per agent step. |
Preis-Details
Empfohlene Preise von zenmux · sapiens-ai/agnes-1.5-pro
Bei 1 Anbietern verfügbar
| Anbieter | Anbieter-Modell-ID | Eingabe / 1M | Ausgabe / 1M | Kontext | Veröffentlicht |
|---|---|---|---|---|---|
| ZenMux zenmux | sapiens-ai/agnes-1.5-pro | $0.160 | $0.800 | 256K | 2026-03-21 |
Frequently asked questions
How much does Agnes 1.5 Pro cost?
Agnes 1.5 Pro costs $0.160 per 1M input tokens and $0.800 per 1M output tokens, sourced from zenmux. Cache reads, audio tokens and >200K-context tiers (where applicable) are listed in the Pricing detail block above.
What is the context window of Agnes 1.5 Pro?
Agnes 1.5 Pro has a context window of 256K tokens, with a max output of 256K tokens per reply. This is the total combined size of prompt + completion.
Does Agnes 1.5 Pro support tool calling?
Yes. Agnes 1.5 Pro supports tool calling (function calling). This makes it suitable for production agent and automation workloads where the model has to invoke external functions reliably.
Does Agnes 1.5 Pro support structured output / JSON mode?
Support for structured output / JSON-schema-constrained decoding is not reported for Agnes 1.5 Pro in our data source. Verify with zenmux's official documentation before relying on it in production.
Can Agnes 1.5 Pro accept image input?
No. Agnes 1.5 Pro only accepts text as input. If you need image input, see our /capabilities/vision list for current vision-capable models.
Is Agnes 1.5 Pro open-weight?
No. Agnes 1.5 Pro is a proprietary model — only zenmux (and any approved hosting partners) can serve it. The pricing above reflects the cheapest API access.
What are the best alternatives to Agnes 1.5 Pro?
If Agnes 1.5 Pro doesn't fit, consider Ring-1T, Ling-1T, KAT-Coder-Pro-V2. Each one targets the same use case — see the Related links below for direct head-to-head pages.
Where does this data come from?
All numbers come from the public models.dev API and are normalised into a single canonical model record. We re-pull daily and write any changes (price, context, capability) to the /changelog page.
Explore more
More zenmux models
- Ring-1T$0.56 in / $2.24 out
- Ling-1T$0.56 in / $2.24 out
- KAT-Coder-Pro-V2$0.30 in / $1.20 out
- Agnes 1.5 Lite$0.12 in / $0.60 out
- Hy3 preview$0.17 in / $0.57 out
Capability lists this model is in
Zuletzt aktualisiert:
Data is sourced from models.dev and normalized for comparison. Prices and capabilities may change. Always verify critical production decisions with the provider's official documentation.