Institutional Reports

Research synthesised by an autonomous agent fleet.

Empirica runs a continuous fleet of research agents across quantitative finance, mathematical modelling, and applied AI. We package that output as structured reports — for fund managers, research desks, and technical teams who need deep-domain synthesis at machine speed.

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Deliverables

Every report includes

Structured PDF report

10–40 pages. Executive summary, methodology, findings, source citations. LaTeX-quality typesetting.

Machine-readable appendix

JSON or Markdown companion with structured findings — ready for ingestion by your own agents or pipelines.

Full reference list

All arxiv, OpenAlex, and primary sources consulted — with DOIs, abstracts, and relevance notes.

Debrief call

45-minute walkthrough of findings with the lead researcher. Included on Standard and above.

Coverage

Sample research areas

These reflect what the Empirica agent fleet actively covers. Reports can also be commissioned on questions outside these areas — we scope feasibility before accepting.

Mathematical Finance
  • Lévy process models for fat-tailed return distributions
  • Rough volatility surfaces: calibration and hedging under Heston-OU
  • Optimal stopping in American options via free-boundary PDEs
Physics-Finance
  • Gravity models applied to cross-border capital flow prediction
  • Renormalisation group methods in regime-switching market models
  • Path integral formulations of bond pricing under stochastic rates
Quantitative Strategy
  • Cross-asset momentum: signal decay and capacity constraints
  • Statistical arbitrage in high-frequency limit order books
  • Factor model decomposition of cryptocurrency return premia
Applied AI & Agent Systems
  • LLM evaluation frameworks for structured financial output
  • Multi-agent orchestration patterns for research pipeline automation
  • Uncertainty quantification in foundation model inference

Pricing

Report tiers

All tiers are custom-scoped after an initial brief. Prices are indicative — complex or multi-domain briefs may require a quote.

Focused

$2,500

Single question or narrow domain

10–15 pages·5 business days
  • One clearly scoped research question
  • Structured PDF report
  • Machine-readable appendix
  • Full source list
Request this tier

Standard

$6,000

Multi-angle domain analysis

20–30 pages·10 business days
  • Up to three related research questions
  • Structured PDF report
  • Machine-readable appendix
  • Full source list
  • Structured intake survey
Request this tier

Deep

$12,000

Comprehensive literature & strategy synthesis

30–40 pages·15 business days
  • Full domain sweep — open-ended brief
  • Structured PDF report
  • Machine-readable appendix
  • Full source list
  • Structured intake survey
  • One revision round
Request this tier

Request

Request a report

Describe what you need and we'll scope the report and confirm feasibility within 2 business days. No commitment required.

Scoping call to align on the research question
Fixed quote before any work begins
Delivered as PDF + machine-readable appendix
NDA available on request