A single binary. No GPUs. Full contract parsing at scale.
The Ramp Contracts Lightweight AI Model (CPU only) changes how teams unlock structured data from legal text. It is engineered to run fast and lean, relying only on standard processors. This ends the dependence on heavy, GPU-bound architectures and lets organizations deploy in constrained environments without losing precision.
At its core, the model is built for one task: extract contract terms, clauses, and obligations with high accuracy in near real time. The training pipeline uses curated datasets of varied contract formats, ensuring strong generalization across industries. CPU-only execution optimizes costs and widens accessibility, making it possible to run live inference inside secure networks, edge servers, or commodity cloud instances.
Key features of the Ramp Contracts Lightweight AI Model include deterministic outputs, low-latency inference, and minimal memory footprint. No external dependencies beyond standard libraries mean predictable deployment. Model weights are modular, enabling version control and rapid rollback. Batch processing and streaming modes fit both archive analysis and live ingestion workflows.
Integration is direct: the model exposes a simple API endpoint, ready to slot into existing document management systems or pipeline orchestration tools. Support for JSON output keeps results clean and machine-readable, enabling instant downstream automation for compliance audits, payment term tracking, and risk flagging.
Performance benchmarks show sub-second parse times for multi-page agreements on mid-tier CPUs, while maintaining semantic fidelity for complex legal phrasing. Combined with robust tokenization, the model handles nested clauses, multi-party obligations, and non-standard document layouts without manual tuning.
Deployments have proven that CPU-only contract AI is not just possible—it’s efficient and production-ready. For teams blocked by GPU scarcity or compliance rules, this approach offers a way forward.
See the Ramp Contracts Lightweight AI Model live with hoop.dev. Spin up your instance, run it on your CPU, and parse your first contract in minutes.