Mission-criticalRequest access
Konic Tres-1
Konic Tres-1 is the mission-critical enterprise family — the highest-capability tier, for regulated and high-stakes enterprise AI workloads where accuracy carries real cost and the model must run on on-prem infrastructure inside your own boundary.
Why Tres-1
01
Accuracy where it carries cost.
Risk, compliance, and operations decisions where a wrong answer is expensive. Tres-1 holds the highest accuracy bar in the Konic enterprise families.
02
Regulated-boundary deployment.
Banking, insurance, healthcare, and manufacturing buyers need jurisdiction and data control, not just price. Tres-1 deploys on on-prem infrastructure you own — including air-gapped environments.
03
Auditable lifecycle.
Versioned releases, evaluation libraries per vertical, and support through integration and upgrades.
Deployment
Runs on infrastructure you own — versioned, auditable, and inside your compliance boundary.
On-prem. Air-gapped capable.
Maximum-control on-prem deployment for regulated and sovereign enterprise workloads.
Managed inference option.
For teams that want Konic to run serving, Tres-1 is also available as managed inference.
Artifacts
Performance
Konic Tres-1 vs Claude Opus 4.8
Benchmark scores across coding, reasoning, and agentic evaluations. Published numbers ship with the evaluation harness so every result is reproducible.
Coding
| Benchmark | Claude Opus 4.8 | Konic Tres-1 |
|---|---|---|
| DeepSWE 1.1 | 59.0 | 58.7 |
| SWE-bench Pro | 69.2 | 62.5 |
| SWE-bench Multilingual | 84.4 | 81.0 |
| LiveCodeBench v6 | — | 91.9 |
Reasoning
| Benchmark | Claude Opus 4.8 | Konic Tres-1 |
|---|---|---|
| GPQA Diamond | 93.6 | 91.7 |
| HLE (no tools) | 49.8 | 35.9 |
| IFBench | — | 81.3 |
Agentic
| Benchmark | Claude Opus 4.8 | Konic Tres-1 |
|---|---|---|
| Agents' Last Exam — Pass rate | ~25.7–27.0 | 24.3 |
| Agents' Last Exam — Score | ~44–45 | 51.2 |
| Toolathlon Verified | ~59.9* | 73.5 |
| CharXiv (RQ) — With CI | 89.9* | 90.6 |
Well-known suites where both models have published scores are shown; dashes mark suites where the competitor has no published number. * indicates approximate/interpolated competitor figures.
Tres-1 FAQ
Common questions.
Konic Tres-1 is the mission-critical enterprise family — the highest-capability tier, for regulated and high-stakes enterprise AI workloads where accuracy carries real cost and the model must run on on-prem infrastructure inside your own boundary.
Mission-critical tier under an annual enterprise licence, no per-token cost. 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.