HercuLayer helps organizations unlock the value of large-scale data through reliable ingestion, fast and accurate retrieval, intelligent querying, and security by design.
Four problems, taken seriously, in everything we ship.
Ingestion pipelines that turn thousands of pages into structured, queryable records while keeping every link back to the source.
Hybrid search across the full corpus. Answers come from the record itself, and when the record is silent the system says so.
Access control, PII redaction, and compliance designed into the data model from the start. FERPA and COPPA handled in production today.
Surveys, interviews, and focus groups turned into analysis you can stand behind, shipped for schools and research teams.
HercuLayer designs and builds software for people whose work lives in documents and records: manuscripts, case files, survey responses, transcripts, inventories.
The pattern is the same across everything we make. Ingest carefully, keep one canonical record, retrieve accurately, and protect the data at every step. We believe the best products are built on great software, with AI serving as a helpful assistant rather than the centerpiece.
A manuscript platform for authors. It reads a full book into a structured index of chapters, characters, places, and scenes, then gives feedback grounded in that index. Retrieval is hybrid, combining semantic and exact search across the entire manuscript, so guidance reflects what is actually on the page.
chaptereye.com
A workspace for true crime research and legal document review. Case files are ingested and resolved into canonical people, places, and evidence. Teams build connections on a shared board, and every suggestion passes peer review before it joins the record.
crimecollab.com
A student voice platform for schools. Surveys and focus groups feed qualitative analysis that administrators can query directly. Built for districts that need clear answers from thousands of open ended responses without losing a single student's words.
studentstory.ai
Live transcription and analysis for focus groups and interviews. Supports more than forty languages with automatic translation, live sentiment and tone scoring, and PII redaction that meets FERPA and COPPA requirements. Part of the Student Story platform.
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An inventory tracker and eBay lister for resellers. Orders import automatically, items are scanned at pickup so nothing gets left behind, and listings go live in one click with generated titles, descriptions, and categories.
purchandise.comComplex data doesn't have to be complicated. Tell us what you have, and we'll show you what's possible.