Use cases
Built for teams who need traceability, defensibility, and continuity when the record is large and the stakes are high.
Explore use cases
Each workflow below shows how Cassandra turns unstructured records into source-linked, audit-ready outputs.
Institutional Knowledge & Research Operations
From Dispersed Records to Trusted Institutional Insight
Key outcomes
- Institutional knowledge continuity — Cassandra preserves reasoning, sources, and analytical context over time, preventing knowledge loss from staff turnover and enabling long-horizon research and policy initiatives.
- Defensible decision support — Institutions can base policies, funding decisions, and strategic actions on auditable, source-linked analysis that withstands regulatory review, public scrutiny, and legal challenge.
- Cross-silo synthesis at scale — Cassandra connects disparate datasets, documents, and departmental outputs into a unified reasoning layer, allowing institutions to identify systemic patterns, risks, and opportunities that are invisible in isolated systems.
Workflow
1
Ingest Institutional Content
Aggregate research papers, grants, policies, reports, archives, and curricula. Across departments, formats, and time periods.
2
Preserve Context & Relationships
Content is transformed into a structured constellation. Authors, funding sources, methods, outcomes, and policies remain explicitly linked.
Why it matters
- Breaks down academic and administrative silos
- Improves research synthesis and reporting accuracy
- Preserves institutional memory
- Supports transparency, compliance, and reproducibility
Ideal for
- Universities and colleges
- Research offices and libraries
- Institutional research & assessment teams
- Grant, compliance, and accreditation workflows
Complex Litigation & Investigations
From Raw Records to Court-Defensible Insight
Key outcomes
- Source-linked reasoning at scale — Cassandra ingests millions of pages across filings, discovery, expert reports, and records, producing traceable insights that remain anchored to original sources for citation and defense.
- Constraint-driven analysis for high-stakes accuracy — Domain rules, legal context, and verification constraints govern outputs, reducing hallucination risk and ensuring conclusions withstand judicial and expert scrutiny.
- Timeline and contradiction intelligence — Cassandra reconstructs fact timelines, surfaces inconsistencies across witnesses and documents, and preserves context—turning document volume into strategic clarity.
Workflow
1
Ingest the Record
Upload discovery, productions, filings, transcripts, and expert materials—at any scale. Thousands+ of pages. Mixed mode pdfs. No manual prep.
2
Build Structure, Not Just Search
Documents are transformed into a structured constellation. Entities, events, timelines, and relationships are explicitly encoded, so facts stay connected to context.
Why it matters
- Reduces review time without increasing risk
- Surfaces critical facts earlier
- Preserves context and provenance
- Enables confident advocacy under pressure
Ideal for
- High-stakes litigation
- Regulatory investigations
- Technical or expert-heavy matters
- Document-intensive cases
Research & Knowledge Synthesis
From Large Corpora to Defensible Conclusions
Key outcomes
- Hypothesis-driven exploration — Cassandra lets you pose focused research questions across large corpora, rapidly testing hypotheses against primary sources while preserving full citation and context.
- Iterative literature synthesis — As new documents, datasets, or revisions enter the corpus, Cassandra re-contextualizes findings, surfaces shifts in evidence, and maintains continuity across evolving research threads.
- Evidence mapping and gap detection — Cassandra identifies where claims are well-supported, weakly supported, or unsupported across sources, helping you prioritize follow-up analysis, data collection, or peer review.
Workflow
1
Assemble the Corpus
Ingest papers, reports, archives, and datasets—across formats and sources. Preprints, revisions, scans, and supplementary materials included.
2
Preserve Structure & Context
Documents are transformed into a structured constellation. Claims, methods, evidence, and citations remain explicitly linked.
Why it matters
- Reduces time spent summarizing
- Improves cross-paper synthesis
- Preserves provenance and rigor
- Supports reproducibility and auditability
Ideal for
- Academic research
- Policy analysis
- Technical and scientific reviews
- R&D and institutional research teams