Tuneni Web Services (TWS)
TWS is a SaaS platform and SDK for building composable AI workflows—grading, feedback, summary, coaching, simulation, and more—with human oversight built in. Combine fine-tuned local models with deterministic logic. Capture expert corrections as training data. Deploy AI that reflects your instructional approach, stays under your control, and improves through use.
We built TWS because bolting AI onto existing practice doesn't transform teaching—it checks a box that often has no real positive impact on learning outcomes. Generic AI is easy to deploy and hard to differentiate. Domain-specific AI that captures expert know-how is the opposite—hard to build, impossible to replicate. TWS is infrastructure for the latter.
Teacher in the loop by default
TWS is architected around human oversight, not bolted-on review. No AI output reaches learners unreviewed. Every expert correction feeds back into model improvement—so the system gets more aligned with your pedagogy, your protocols, your standards over time.
Runs Where Others Can't
Local-first means no cloud dependency. Serve prisons, rural schools, international markets, and privacy-regulated environments your competitors can't reach—and stay online when connectivity fails.
Workflows That Build on Each Other
The real power isn't a single model—it's composition. Grading annotations become inputs to coaching. Simulation interactions inform lesson summaries. Build sophisticated instructional logic from simple, reliable pieces that share a unified data layer.
Models Your Organization Owns
Fine-tuned local models mean you control versioning, auditing, and deployment. No black-box APIs that change without warning. No platform provider who can pivot to compete with you.