AI Apps

QuackStack AI Apps

Solutions

AI Reporting

Natural-language answers and scheduled narratives over your trusted institutional datasets.

Details
Problem
Leaders wait on static reports while teams re-export the same cuts of data every week.
Solution
Governed semantic layer plus LLM-generated summaries with citations back to source rows.
Outcome
Faster decisions with fewer ad hoc requests and a clear audit trail.
Tech stack
Vector store + RAG, role-based filters, SQL/semantic APIs, export to PDF/Power BI

AI Book Search

Semantic discovery across library catalogues, reading lists, and full-text where licensed.

Details
Problem
Keyword search misses concepts students describe in their own words across editions.
Solution
Embeddings over metadata and permitted extracts, with safe query expansion and filters.
Outcome
Students find relevant texts faster without overwhelming librarians.
Tech stack
OpenSearch / Azure AI Search, OAI-PMH, MARC21, entitlement-aware retrieval

AI Music Search

Find tracks and scores by mood, instrument, era, or rights profile for teaching use.

Details
Problem
Audio catalogues are hard to browse when rights and curriculum tags are inconsistent.
Solution
Multimodal tagging pipeline plus conversational refinement with licence checks.
Outcome
Staff build playlists and assessments without manual trawling of repositories.
Tech stack
Audio embeddings, rights registry integration, streaming APIs where available

AI Company Search

Match employers, partners, and placement hosts to programmes with explainable fit scores.

Details
Problem
CRM and placement spreadsheets disagree on company identity and contact history.
Solution
Entity resolution across sources with conversational query and saved shortlists.
Outcome
Work-placement teams coordinate outreach with a single verified company graph.
Tech stack
Graph store, dedupe models, CRM connectors, webhook notifications