Jamba Large vs Palmyra X5 vs GPT-5 Chat
Palmyra X5 comes out ahead, 48 to 34 and 30 on our weighted score, and it is the cheaper option too.
AI21 LabsJamba Large
30/100- ECI—
- Price$2.00 / $8.00
- Context256K
- Our pick
Writer
Palmyra X5
48/100- ECI—
- Price$0.60 / $6.00
- Context1M
OpenAIGPT-5 Chat
34/100- ECI—
- Price$1.25 / $10.00
- Context400K
Palmyra X5 is our pick
Palmyra X5 is the better all-round choice, scoring 48/100 against GPT-5 Chat (34) and Jamba Large (30). It leads on price, inputs & features and context window. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.
- CapabilityNot enough dataNo independent benchmark covers every model here yet
- Lowest pricePalmyra X5Palmyra X5 $1.95 · GPT-5 Chat $3.44 · Jamba Large $3.50 per 1M tokens (3:1 blend)
- Longest contextPalmyra X5Palmyra X5 1,000,000 · GPT-5 Chat 400,000 · Jamba Large 256,000 tokens
- Widest inputsPalmyra X5 and GPT-5 ChatJamba Large: Text · Palmyra X5: Text, Images · GPT-5 Chat: Text, Images
- Self-hostingJamba LargePublishes downloadable weights
| Measure | Weight | Jamba Large | Palmyra X5 | GPT-5 Chat |
|---|---|---|---|---|
| Price | 50% | 24 | 36 | 24 |
| Inputs & features | 30% | 35 | 60 | 45 |
| Context window | 20% | 36 | 60 | 44 |
| Overall | 100% | 30/100 | 48/100 | 34/100 |
Left out because at least one model lacks the data: capability. The remaining weights were rescaled.
Every spec in one table
Highlighted cells lead their row. Dashes mean the data is not published.
| Specification | Jamba LargeAI21 Labs | Palmyra X5Writer | GPT-5 ChatOpenAI |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | — | — | — |
| ECI rank | — | — | — |
| Price per million tokens | |||
| Input | $2.00 | $0.60 (best) | $1.25 |
| Output | $8.00 | $6.00 (best) | $10.00 |
| Cached input | — | — | — |
| Blended (3:1) | $3.50 | $1.95 (best) | $3.44 |
| Long-context rate | Same rate | Same rate | Same rate |
| Price source | Official AI21 Labs API | Median of 1 providers | Median of 2 providers |
| Limits | |||
| Context window | 256,000 tokens | 1,000,000 tokens (best) | 400,000 tokens |
| Max output | 4,096 tokens | 8,192 tokens | 128,000 tokens (best) |
| Inputs and features | |||
| Text | Yes | Yes | Yes |
| Images | No | Yes | Yes |
| PDFs | No | No | No |
| Audio | No | No | No |
| Video | No | No | No |
| Reasoning | No | Yes | Yes |
| Tool calling | Yes | Yes | No |
| Structured output | Yes | No | Yes |
| Availability | |||
| Weights | Open | Proprietary | Proprietary |
| API model ID | jamba-large | — | — |
| API providers | 1 | 1 | 2 (best) |
| Released | Jul 1, 2025 | Apr 28, 2025 | Aug 7, 2025 |
| Knowledge cutoff | Aug 22, 2024 | — | Sep 30, 2024 |
What would a month cost?
Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.
- Jamba Large$36.00
- Palmyra X5$18.00
- GPT-5 Chat$32.50
Which should you choose?
Which is better: Jamba Large, Palmyra X5 or GPT-5 Chat?
Palmyra X5 is the better all-round choice, scoring 48/100 against GPT-5 Chat (34) and Jamba Large (30). It leads on price, inputs & features and context window. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.
Which is cheaper, Jamba Large, Palmyra X5 or GPT-5 Chat?
Palmyra X5 is cheaper at $0.60 input / $6.00 output per million tokens (median across 1 API provider). GPT-5 Chat costs $1.25 input / $10.00 output per million tokens (median across 2 API providers); Jamba Large costs $2.00 input / $8.00 output per million tokens (official AI21 Labs API price). At a typical mix of three input tokens to one output token, that is $1.95 per million tokens for Palmyra X5 versus $3.44 for GPT-5 Chat (1.8× as much) and $3.50 for Jamba Large (1.8× as much).
Which scores higher on benchmarks?
There is no independent benchmark that covers all three models yet. Jamba Large has not been scored yet, Palmyra X5 has not been scored yet and GPT-5 Chat has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for Jamba Large, Palmyra X5 and GPT-5 Chat yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Note that GPT-5 Chat does not support tool calling, which most coding agents need.
Which has the bigger context window?
Palmyra X5 has the largest context window at 1,000,000 tokens, against 400,000 for GPT-5 Chat and 256,000 for Jamba Large. Maximum output per response: Jamba Large up to 4,096, Palmyra X5 up to 8,192, GPT-5 Chat up to 128,000 tokens.
Which can read images, PDFs, audio or video?
Jamba Large accepts text; Palmyra X5 accepts text and images; GPT-5 Chat accepts text and images. Palmyra X5 handles the widest range of inputs.
Are any of these open source?
Jamba Large publishes its weights and can be self-hosted; Palmyra X5 and GPT-5 Chat is proprietary.
Which is newer?
GPT-5 Chat is the newest, released Aug 7, 2025. Jamba Large came out Jul 1, 2025; Palmyra X5 came out Apr 28, 2025. Knowledge cutoff: Jamba Large Aug 22, 2024, GPT-5 Chat Sep 30, 2024.
How do you decide the winner?
Each model gets a 0–100 score on capability (50%, independent benchmark results); price (25%, blended price per million tokens (3 input : 1 output), log scale); inputs & features (15%, image, PDF, audio and video input, tool calling, structured output and reasoning); context window (10%, maximum tokens per request, log scale). Dimensions missing for any model are dropped and the remaining weights rescaled, so every model is judged on the same evidence. Specs and prices come from public model listings and the labs’ own API pages; capability scores come from independent benchmark runs. Data updated Oct 4, 2026.
