Engineering Article 5 min read
Designing AI for Operations: Evidence Over Hyped Generative Chat
Published on June 2026 by Solarc Product Engineering
Why business workflows require grounded data models, strict provenance tracking, and human-in-the-loop verification.
Beyond Unstructured Chat
Conversational chat interfaces are ineffective for daily business operations. Employees do not want to prompt engineers; they need structured tools that automate repetitive tasks with evidence.
Grounding via Provenance
At Solarc Labs, every product includes an explicit Evidence Score. Before any action or export is triggered, the underlying AI reasoning chain is anchored to verifiable source entities.