Primer Enterprise

Primer Enterprise is an AI-powered API platform designed for organizations that need to extract structured intelligence from large document collections. It targets analysts, researchers, and product teams who require reproducible, auditable analysis pipelines rather than ad-hoc queries. The platform connects to existing systems via REST endpoints, allowing users to search corpora, freeze analysis scope into stable Document Sets, and run asynchronous Assets that can be polled for results. This architecture suits workflows where consistency across repeated analyses matters more than real-time speed.

The core workflow begins with Search, offering two POST endpoints: `/v3/search/documents` for full records (titles, text, metadata) and `/v3/search/aggregations` for counts and facets without returning documents. Users can freeze scope into a Document Set via search terms or raw text, producing a `document_set_id` that makes downstream assets deterministic and auditable. Key capabilities include Narratives & Themes, which cluster claims into narratives with LLM-generated titles and date-aware summaries, then group narratives into hierarchical themes with cross-narrative synthesis. Entities endpoints provide fuzzy, alias-aware search over a named entity linking knowledge base, generating cited summaries, affiliations, and quotes. Targeted Sentiment returns a stance (positive, neutral, negative) per entity with exact text spans, optimized for small batch inputs. Events & Map extractors attach geospatial context to activities and points of interest, linking back to source documents.

Primer Enterprise competes in the document intelligence space against platforms like OpenAI's API (GPT-5.4, o3/o4-mini reasoning series) and specialized NLP services. However, its focus on structured narrative analysis and deterministic Document Sets differentiates it from general-purpose LLM APIs. The platform is not a payment orchestration tool—competitors listed in some sources (Coupa Pay, Airwallex, ProcessOut, ACI Payments Orchestration Platform, Payoneer, Visa Acceptance Solutions/CyberSource, CORE Merchant Services, IXOPAY, Juspay, Global Payments Integrated, Checkout.com) are irrelevant to its actual function. Primer's market position is strongest for users who need reproducible, auditable analysis of text corpora with built-in narrative clustering and entity disambiguation.

Honest trade-offs include asynchronous processing: many assets require creating a job, polling for completion, then fetching results, which adds latency compared to synchronous APIs. The platform lacks a free tier or transparent pricing, making cost evaluation difficult before a demo. Its global presence is limited compared to larger competitors, particularly outside Europe and North America. Additionally, some features like raw text ingestion are not supported by all endpoints, requiring careful documentation review. For teams that prioritize deterministic, reproducible document analysis over raw speed or breadth of language model capabilities, Primer Enterprise offers a specialized but opinionated toolset.

Not publicly disclosed; requires booking a demo for pricing details.