Not at all. We assess your existing software stack and operations to build solutions that integrate seamlessly with your current tools and workflows, requiring zero prompt engineering on your side.

Standard LLM apps break when tasks take more than 10 minutes or exceed 100k tokens because memory degrades and costs explode. Parsim implements continuous checkpointing, hierarchical working memory, and token budget pruning so tasks can run autonomously for days without drift.

Our initial discovery and roadmap sprint takes 2 to 4 weeks. Full custom production agent deployments typically launch within 6 to 8 weeks, complete with safety guardrails and regression suites.