IWLLM — the sovereign domain LLM behind the workforce.
Every digital worker is powered by IWLLM: a 72B, on-premise domain model grounded on a curated Oracle corpus. Around it, distilled per-ERP SLMs run narrow tasks faster and cheaper — all with zero data egress.
Ingest → Ground → Reason → Generate → Deliver
The sovereign, on-premise domain LLM at the core of every digital worker — grounded on a curated Oracle corpus and live harness metadata.
A sovereign LLM, plus specialised SLMs
The platform routes each task to the right model — narrow, high-volume work to a fast SLM; hard, cross-domain reasoning to IWLLM.
IWLLM — the 72B domain LLM
The deep reasoner. Grounded on a curated Oracle corpus and live harness metadata, it plans across modules and generates deployable artifacts — SQL, PL/SQL, HDL, Fast Formula, BI and REST.
SLMs — distilled, per-ERP specialists
Small language models fine-tuned from IWLLM for a specific ERP. Lower latency, lower cost, and easy to run on modest on-prem hardware — ideal for the repetitive, high-volume jobs.
An honest account of IWLLM
Not trained from scratch, not a wrapper over a public API. We're precise about how the model is built — because regulated buyers ask, and the honest version is the defensible one.
Open foundation model
A Qwen-class open base — a strong, auditable starting point, not a black box.
Continued pretraining
Further trained on Oracle-domain data so it reasons natively about Fusion, HDL/FBDI and SoD.
Alignment
SFT / DPO / GRPO — tuned for enterprise Oracle work. Not 'from scratch', not a wrapper.
A small language model tuned to each ERP
Oracle ships today across the Fusion, EBS, PeopleSoft, JD Edwards and Hyperion families. SAP and Microsoft Dynamics are on the roadmap — the same distillation applied to the next install bases.
Fusion SLM
Oracle Fusion Cloud
Tuned for Fusion HCM, Finance, SCM and EPM — schemas, HDL/FBDI and Fast Formula.
EBS SLM
E-Business Suite
Specialised for E-Business Suite — PL/SQL, interfaces and legacy reporting.
PeopleSoft SLM
PeopleSoft
Focused on PeopleSoft HCM and Campus Solutions data and processes.
JD Edwards SLM
JD Edwards
Domain-tuned for JD Edwards EnterpriseOne modules and orchestrations.
EPM SLM
Hyperion / EPM
Built for Hyperion / EPM planning, close and consolidation.
SAP SLM
SAP S/4HANA & ECC
The same approach applied to SAP install bases — on the roadmap.
Dynamics SLM
Microsoft Dynamics 365
Dynamics 365 Finance & Operations and Business Central — on the roadmap.
SLMs are domain-tuned distillations of IWLLM; the exact lineup and model sizes reflect what ships today and are shared in detail on request. Claims about sovereignty, zero data egress and on-premise operation reflect what actually runs — we don't overstate them.
Full model capability, inside your walls
Running the model on-premise is the difference between an AI you can actually use on regulated Oracle data and one you can't.
On-premise / private
The model runs inside your environment — not an API wrapper over a public LLM. You control the perimeter.
Zero data egress
Inference happens where your data lives. Nothing is sent to a third-party model.
Data residency
The wedge for regulated markets — GCC, India and the EU — where residency and compliance are non-negotiable.
Security & SoD aware
Encoded Oracle security and Segregation-of-Duties models keep generated artifacts inside your control framework.
Put a sovereign model on data that can't leave.
Book a working session and see IWLLM and its SLMs reason over your Oracle environment — on-prem, zero egress.