PolyKode Enterprise
AI Ambition. Made Possible. — for regulated code migration.
PolyKode Enterprise is ProCogia's commercial edition of PolyKode: an execution-parity-certified SAS ↔ R ↔ Python translation system for pharma, health sciences, insurance/BFSI, and other regulated industries.
Where PolyKode Community gives you a base checkpoint to experiment with, PolyKode Enterprise gives you the full production stack: the fine-tuned model, the parity harness, live SAS certification, audit trails, and the SLAs your compliance team needs.
🌐 procogia.com · ✉️ outreach@procogia.com · 🔒 SOC 2 Type 1 attested · 🇨🇦 Vancouver, BC · North America
This is a public information page. Enterprise weights are distributed under a commercial license via ProCogia. To evaluate PolyKode Enterprise, contact us and we will scope an engagement.
Community vs Enterprise
| PolyKode Community | PolyKode Enterprise | |
|---|---|---|
| Base checkpoint | ✅ ProCogia/PolyKode-Community | ✅ Included + proprietary adapters |
| PolyKode SFT / RLVR training | ❌ | ✅ Included |
| Execution-parity harness | ❌ | ✅ Full harness |
| SAS 9.4 / Viya certification runs | ❌ | ✅ Included |
SAS-exact numerical contract (MT19937 + sgenrand) |
❌ | ✅ Enforced |
| 198-construct SAS coverage | Base model only | ✅ Coverage-driven training + eval |
| Audit trails & compliance artifacts | ❌ | ✅ Generated per translation |
| Regulated-delivery SLA | ❌ | ✅ Contractual |
| Deployment | Self-serve HF | ✅ ZeroBoxx on-prem, sovereign cloud, or dedicated endpoint |
| Support | Community | ✅ Named engineering + product contact |
| License | Apache 2.0 (base) | Commercial (ProCogia EULA) |
What Enterprise includes
🎯 Execution-parity translation, not just syntax
Every translated program is validated against the source with:
- Row/column checks and exact-value parity
- Formatting preservation for regulated outputs
- SAS/R behavioral-difference handling — divergences from SAS behavior are surfaced and annotated, not silently absorbed
- SAS-exact numerical contract — our runtime reproduces SAS's MT19937 stream with its original
sgenrandseeding so seeded workflows produce byte-identical results across languages
🧪 Two-stage semantic validation
Cheap syntax and log gates run first; the expensive step is real execution on shared data with normalized output comparison and tolerance-aware parity checks. Correct-but-different SAS/R/Python behaviors go into an annotated divergence registry, not into your rejects pile.
📚 Coverage-driven training and evaluation
Enterprise is trained and evaluated against a 198-construct SAS taxonomy covering 645 DATA-step functions/CALL routines, 46 macro functions, and 478 procedures across SAS Viya and SAS 9.4, with DS2, FedSQL, CASL, SAS/IML, and CAS IML tracked as adjacent parser namespaces.
🧾 Auditable agent workflows
Content-addressed validation (SHA-256), static-check pipelines, pooled live-SAS execution, cross-language differential tests, and proof-gated repair. Every automated fix ships with a detector, an idempotent fixer, and a live broken-versus-corrected proof — so your auditors get a paper trail, not a black box.
🏥 Regulated-industry workflow catalog
Prebuilt workflows for:
- Clinical pharma — clinical SAS-to-R and SAS-to-Python migration with statistical parity
- Health sciences — governed analytics and reproducible workflows
- Insurance / BFSI — actuarial and risk-model migration
- Manufacturing — process-analytics migration
- Cross-domain migration assessment and post-editing
🧱 Deployment options
- ZeroBoxx on-prem — fully offline, data never leaves your environment
- ZeroBoxx sovereign cloud — dedicated tenancy in Canadian, US, or EU regions
- Dedicated inference endpoints — managed hosting on Hugging Face or your cloud
- Air-gapped evaluation appliance — DGX Spark-class hardware preloaded for hands-on evaluation
How engagements work
- Discovery call — we scope your source estate (SAS 9.4 / Viya / SLC), regulated obligations, and target languages
- Evaluation — we run a bounded pilot on your representative programs, using either a dedicated evaluation endpoint or an air-gapped appliance
- Certification plan — we design the parity harness, SAS certification scope, and acceptance criteria for your workloads
- Production rollout — deployment on ZeroBoxx on-prem / cloud, agent workflow configuration, audit-trail integration, and named engineering support
- Ongoing — coverage expansion, model updates, and compliance-driven revalidation on your cadence
Positioning by partner
- For SAS estates — bidirectional modernization-in-place: PolyKode helps non-SAS talent maintain legacy SAS 9 workloads while accelerating SAS 9 → Viya moves, defending your SAS investment rather than replacing it.
- For Posit / Anaconda customers — PolyKode is the translation and execution-parity layer that turns SAS workloads into governed R/Python environments customers already trust.
- For cloud partners (AWS, Azure, GCP, Databricks, Snowflake) — a private, regulated-industry AI product that gives their customers a compliant path off legacy SAS onto the modern data stack.
- For federal, defense, and public sector — sovereign compute paths via ZeroBoxx and DDN Federal, with the auditability regulators expect.
Get in touch
Enterprise engagements start with a scoping call.
- ✉️ Enterprise inquiries: outreach@procogia.com
- 🌐 Website: procogia.com
- 🧑 Founder & CEO: Meharpratap Singh
- 💼 Also happy to talk to: consortia, systems integrators, and regulated-industry customers with a specific migration on the horizon
Related
- 🌐 ProCogia on Hugging Face — organization page
- 🧩 PolyKode Enterprise-Base — base checkpoint Enterprise fine-tunes on (Kimi K2.7 Code under Modified MIT)
- 🔀 PolyKode Community — open base checkpoint (Qwen3-32B under Apache 2.0)
ProCogia · Founded 2013 · Headquartered in Vancouver, British Columbia · SOC 2 Type 1 attested · PolyKode Enterprise is a commercial product; weights and parity harness are distributed under the ProCogia Enterprise EULA. Community edition source model attribution is preserved on each published checkpoint's card.