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Konic Duo-1
Konic Duo-1 is the enterprise production family: balanced capability for enterprise AI workloads, delivered under an annual licence on on-prem infrastructure you own — no per-token cost, no data egress.
Why Duo-1
01
Benchmark parity within single digits.
Across coding, reasoning, and agentic evaluations, Duo-1 holds the accuracy bar enterprise AI workloads set — measured head-to-head against your incumbent, not claimed in a chart.
02
Predictable enterprise economics.
A flat annual enterprise licence instead of a metered API: cost stops scaling with usage, and token bills stop compounding at production volume. Scoped per engagement — request access for commercial terms.
03
Sized for the task, not the benchmark
Compute and memory are engineered for your workload profile — pruning, distillation, and compression targeting real on-prem hardware instead of a one-size frontier model.
Deployment
Runs on infrastructure you own — versioned, auditable, and inside your compliance boundary.
On-premise or private VPC.
Deploys inside your environment — your keys, your data plane, your compliance boundary.
Versioned releases.
Families ship as versions; your integration does not change between them.
Artifacts
Performance
Konic Duo-1 vs Claude Opus 4.7
Benchmark scores across coding, reasoning, and agentic evaluations. Published numbers ship with the evaluation harness so every result is reproducible.
Coding
| Benchmark | Claude Opus 4.7 | Konic Duo-1 |
|---|---|---|
| Terminal-Bench 2.1 (Terminus-2) | 66.1 | 67.8 |
| Terminal-Bench 2.1 (Claude Code) | — | 68.5 |
| SWE-bench Verified | 87.6 | 79.0 |
| SWE-bench Pro | 64.3 | 59.6 |
| SWE-bench Multilingual | 80.5 | 71.4 |
| SWE-bench Multimodal | 34.5 | |
| DeepSWE | 54.2 | 22.0 |
| NL2Repo | — | 46.2 |
| SWE Atlas — QnA | — | 39.8 |
| Frontier-Bench v0.1 | — | 5.1 |
Reasoning
| Benchmark | Claude Opus 4.7 | Konic Duo-1 |
|---|---|---|
| HLE (no tools) | 46.9 | 25.6 |
| HLE (with tools) | 54.7 | 33.4 |
| GPQA Diamond | 94.2 | 89.2 |
| MMMLU | 91.5 |
Agentic
| Benchmark | Claude Opus 4.7 | Konic Duo-1 |
|---|---|---|
| MCP-Atlas | 77.3 | 70.2 |
| Toolathlon-Verified | — | 48.7 |
| WideSearch | — | 67.8 |
| BrowseComp | 79.8 | 67.6 |
| ClawEval | — | 72.5 |
| OSWorld-Verified | 82.8 | |
| ScreenSpot-Pro — No tools | 79.5 | |
| CharXiv Reasoning — No tools | 82.1 | |
| CharXiv Reasoning — With tools | 91.0 | |
| ChartQAPro — No tools | 67.6 | |
| ChartQAPro — With tools | 69.8 | |
| Finance Agent v1.1 | 64.4 | |
| CyberGym | 73.1 |
Konic Duo-1 scores from the published evaluation harness; Claude Opus 4.7 figures as reported by Anthropic. Dashes mark suites where the other side has no published number.
Duo-1 FAQ
Common questions.
Konic Duo-1 is the enterprise production family: balanced capability for enterprise AI workloads, delivered under an annual licence on on-prem infrastructure you own — no per-token cost, no data egress.
Annual enterprise licence, deployed on-prem on machines you own. Commercial terms are scoped per engagement — request access for details.
Yes. Konic enterprise families are engineered for on-prem deployment on infrastructure you control — on-premise, private cloud VPC, edge, or air-gapped environments. Versioned releases keep your integration stable across upgrades.
Choose one enterprise AI flow already running in production, deploy the family inside your environment, and A/B test it against the model you use today — or against your success criteria if there is no incumbent. Decide on measured results, not claims.