Motif 3 vs Nex-N2-Pro
Nex-N2-Pro comes out ahead, 53 to 44 on our weighted score, though Motif 3 is 13% cheaper per token.
Motif Technologies
Motif 3
44/100- ECI—
- Price$0.50 / $2.00
- Context262K
- Our pick
Nex AGI
Nex-N2-Pro
53/100- ECI—
- Price$0.50 / $2.50
- Context262K
Add a model
Make it a three-way comparison.
Nex-N2-Pro is our pick
Nex-N2-Pro is the better all-round choice, scoring 53/100 against Motif 3 (44). It leads on inputs & features. Motif 3 wins on price. 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 priceMotif 3Motif 3 $0.875 · Nex-N2-Pro $1.00 per 1M tokens (3:1 blend)
- Longest contextAbout the sameMotif 3 262,144 · Nex-N2-Pro 262,144 tokens
- Widest inputsNex-N2-ProMotif 3: Text · Nex-N2-Pro: Text, Images
- Self-hostingAll open weightsEvery model here can be downloaded and run on your own hardware
| Measure | Weight | Motif 3 | Nex-N2-Pro |
|---|---|---|---|
| Price | 50% | 53 | 50 |
| Inputs & features | 30% | 35 | 70 |
| Context window | 20% | 37 | 37 |
| Overall | 100% | 44/100 | 53/100 |
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 | Motif 3Motif Technologies | Nex-N2-ProNex AGI |
|---|---|---|
| Capability | ||
| Capabilities Index (ECI) | — | — |
| ECI rank | — | — |
| Price per million tokens | ||
| Input | $0.50 | $0.50 |
| Output | $2.00 (best) | $2.50 |
| Cached input | — | — |
| Blended (3:1) | $0.875 (best) | $1.00 |
| Long-context rate | Same rate | Same rate |
| Price source | Median of 1 providers | Median of 1 providers |
| Limits | ||
| Context window | 262,144 tokens | 262,144 tokens |
| Max output | 262,144 tokens | 262,144 tokens |
| Inputs and features | ||
| Text | Yes | Yes |
| Images | No | Yes |
| PDFs | No | No |
| Audio | No | No |
| Video | No | No |
| Reasoning | Yes | Yes |
| Tool calling | Yes | Yes |
| Structured output | No | Yes |
| Availability | ||
| Weights | OpenMIT | Open |
| API model ID | — | — |
| API providers | 1 | 1 |
| Released | Aug 7, 2026 | Jun 2, 2026 |
| Knowledge cutoff | — | — |
What would a month cost?
Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.
- Motif 3$9.00
- Nex-N2-Pro$10.00
Which should you choose?
Which is better: Motif 3 or Nex-N2-Pro?
Nex-N2-Pro is the better all-round choice, scoring 53/100 against Motif 3 (44). It leads on inputs & features. Motif 3 wins on price. 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, Motif 3 or Nex-N2-Pro?
Motif 3 is cheaper at $0.50 input / $2.00 output per million tokens (median across 1 API provider). Nex-N2-Pro costs $0.50 input / $2.50 output per million tokens (median across 1 API provider). At a typical mix of three input tokens to one output token, that is $0.875 per million tokens for Motif 3 versus $1.00 for Nex-N2-Pro (1.1× as much).
Which scores higher on benchmarks?
There is no independent benchmark that covers both models yet. Motif 3 has not been scored yet and Nex-N2-Pro has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for Motif 3 and Nex-N2-Pro yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Both support tool calling for agent workflows.
Which has the bigger context window?
Motif 3 and Nex-N2-Pro share the same 262,144-token context window. Maximum output per response: Motif 3 up to 262,144, Nex-N2-Pro up to 262,144 tokens.
Which can read images, PDFs, audio or video?
Motif 3 accepts text; Nex-N2-Pro accepts text and images. Nex-N2-Pro handles the widest range of inputs.
Are any of these open source?
Yes, both publish their weights (MIT), so you can self-host them.
Which is newer?
Motif 3 is the newest, released Aug 7, 2026. Nex-N2-Pro came out Jun 2, 2026.
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.
