Model comparison
Holo3-122B-A10B vs Laguna M.1
Head-to-head evidence from 0 shared benchmark results across 0 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Evidence parity. Holo3-122B-A10B and Laguna M.1 share 0 comparable benchmark results. 1 of 8 categories are comparable. 1 result is unique to Holo3-122B-A10B; 5 to Laguna M.1.
Updated July 27, 2026- Shared results
- 0
- Holo3-122B-A10B only
- 1
- Laguna M.1 only
- 5
- Comparable categories
- 1 / 8
Treat this as a split decision. Holo3-122B-A10B makes more sense if agentic is the priority or you would rather avoid the extra latency and token burn of a reasoning model; Laguna M.1 is the better fit if you need the larger 256K context window or you want the stronger reasoning-first profile.
Confidence note. This is a partial-evidence comparison with 0 shared benchmark results across 0 evidence categories; 1 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
Holo3-122B-A10B and Laguna M.1 finish on the same BenchAlign overall score, so this is less about a single winner and more about where the edge shows up. The BenchAlign headline says tie; the benchmark table is where the real choice happens.
Laguna M.1 is the reasoning model in the pair, while Holo3-122B-A10B is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use. Laguna M.1 gives you the larger context window at 256K, compared with 64K for Holo3-122B-A10B.
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Holo3-122B-A10B | Laguna M.1 | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Holo3-122B-A10B$0.4 input / $3 output | Laguna M.1Not available | A complete price comparison is not available. |
| Generation speedtokens per second | Holo3-122B-A10BNot available | Laguna M.1Not available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | Holo3-122B-A10BNot available | Laguna M.1Not available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Holo3-122B-A10B64K | Laguna M.1256K | Laguna M.1 lists the larger context window. |
Benchmark Deep Dive
AgenticHolo3-122B-A10B wins2 benchmarks
Frequently Asked Questions (2)
Which is better, Holo3-122B-A10B or Laguna M.1?
Holo3-122B-A10B and Laguna M.1 are tied on the BenchAlign overall score, so the right pick depends on which category matters most for your use case.
Which is better for agentic tasks, Holo3-122B-A10B or Laguna M.1?
Holo3-122B-A10B has the edge for agentic tasks in this comparison, averaging 78.9 versus 45.8. Laguna M.1 stays close enough that the answer can still flip depending on your workload.
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