Technology

The technological edge
behind Mercurium

Three core inventions power every Mercurium decision. Built in-house, tuned on real compliance data, deployable on your own GPUs.

Emma · The Orchestrator

One conversation. Twelve specialist agents working in parallel behind it.

Emma is our dual-LLM orchestrator. A fast streaming model answers the compliance officer in real time while Emma delegates the heavy lifting — document intelligence, background checks, registry lookups, questionnaire generation — to specialised Celery-backed agents running in parallel. Each agent has its own skill file, its own toolset, its own audit log. You get a single conversation. Under it, Mercurium runs a whole team.

Client-LLM streams answers instantly to the user
Background agents run skills as first-class Markdown specs
Tools route dynamically — Emma picks the right agent per turn
Every agent turn is versioned, audited and reproducible
12+ specialist agents
< 1s first token latency
parallel tool calls
Emma · Compliance Assistant
Look at Atlas Capital LP. Any red flags on the UBOs? And pull the latest LPA — I need the drawdown schedule.
Running background_check, doc_intelligence, registry_lookup in parallel
On UBOs: Sarah J. Chen clears sanctions & PEP. Her spouse David Chen is a US Senator (NY, 2019–) — family PEP match, review recommended.

From the LPA (p.14): drawdowns in 25% tranches quarterly starting 30 Apr 2026. First capital call notice was sent 14 days before due date. Adverse media scan across 100+ languages came back clean.
3 agents completed in 4.8s · citations saved to case file
Document Intelligence

A state-of-the-art document reader that understands
any file · any format · any language

Every document — scanned PDF, encrypted subscription agreement, 800-page prospectus, hand-annotated side letter, Mandarin board resolution — enters Mercurium and comes out as one unified representation. Layout preserved. Figures, tables, charts and stamps preserved and interpreted. Images that mean something (signatures, seals, corporate structure diagrams) are read, not discarded. The result is a single Mercurium Document Format that every agent downstream consumes with full context.

99% layout recognition — even on multi-column complex legal pages
97.6% table extraction — footnotes, merged cells, nested headers
Images, graphs and signatures interpreted, not skipped
100+ languages including right-to-left and CJK scripts
Every file format converts to the same canonical Mercurium format
99% layout accuracy
97.6% table extraction
100+ languages
Subscription Agreement — Atlas Capital LP.pdf
42 pages · 17.4 MB · Analysed 12s ago
98% confidence
SUBSCRIPTION AGREEMENT
Atlas Capital Partners Fund IV, L.P.
This Subscription Agreement (the "Agreement") is entered into as of 15 March 2026 by and between Atlas Capital Partners GP, LLC (the "General Partner") and the undersigned subscriber ("Subscriber").
The Subscriber hereby agrees to subscribe for limited partnership interests in the aggregate amount of USD 25,000,000 ("Subscription Amount") on the terms set forth herein.
Drawdowns shall occur in tranches of up to 25% of the Subscription Amount per calendar quarter, with the first drawdown scheduled for 30 April 2026.
The Fund's investment manager, Atlas Capital Management Ltd, is authorised and regulated by the FCA under reference 712389.
Integrated Workflow Engine

Extraction, structure and background intelligence — composed end-to-end, in seconds

Our structure analyser maps a 600-page prospectus into chapters, definitions, cross-references and obligations — and pulls every key data point in seconds with engineered reliability. Our background search agent runs deep-web investigations against a proprietary disambiguated database of 222M+ corporate records, sanctions lists, PEP registries and 100+-language adverse media. All orchestrated into a single workflow that handles the most complex cases — investor onboarding, cross-border M&A due diligence, fund-of-funds look-through — without a human ever opening 12 tabs.

600+ page documents parsed & indexed in seconds
222M+ corporate records · live registry coverage in 80+ jurisdictions
Proprietary entity disambiguation — no false-positive flood
Deep-web searches with source-grounded citations
Purpose-built for onboarding & M&A due diligence
600+ page docs handled
222M+ entity records
100+ languages covered
Investor Onboarding · v3
Validated 247 runs · 24h p50 · 3.4 min
Document Upload
PDF · Email · API
Trigger
Document Intelligence
Structure · Entities · Tables
98% accuracy
Auto-Classify
112 doc types
KlassifAI
Background Checks
222M companies · OFAC · UN
Person & Company
Translator
100+ languages
GDPR-resident
Compliance Report
PDF + audit log
Auto-generated
Get Started

Ready to Automate Your
Compliance Workflow?

Join fund administrators, banks, and PE firms already using Mercurium to reduce onboarding from 90 days to minutes. Book a personalised demo today.

No commitment · GDPR compliant · Response within 24 hours

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