Structured Wide Research

The power of Helioscope is in knowledge extraction. Turn thousands of unstructured documents into a structured database you can query, analyze, and trust.

Start Researching

Beyond Simple Automation

Discover

Don't check for known keywords. Discover unknown patterns and insights across your entire dataset.

Standardize

Turn distinct, messy sources into a single, unified schema that fits your mental model and workflow.

Analyze

Stop reading one by one. Export your structured data to Excel or SQL and analyze the big picture instantly.

Who uses Helioscope?

Roles that benefit from structured wide research across thousands of documents.

Competitive Intelligence Analyst

Track competitor feature launches and pricing changes from scattered web sources into a unified feed
Extract positioning strategies from product announcements to map competitive landscape
Score competitive threats by analyzing product reviews and user sentiment patterns

Customer Insights Manager

Discover unexpected pain points by coding 50,000 support tickets beyond predefined categories
Extract feature requests from unstructured feedback and map them to product roadmap themes
Identify churn signals in customer communications before they escalate

Legal Discovery Associate

Screen thousands of emails for privilege, relevance, and potential misconduct patterns
Extract contractual obligations and liability clauses from diverse agreement formats
Identify conceptual similarities across case documents that keyword search would miss

Investment Analyst

Extract risk factors and strategic initiatives from 1000+ earnings transcripts to identify sector trends
Score management credibility by analyzing tone patterns across quarterly calls
Structure M&A rationale from deal announcements to compare strategic positioning

Medical Research Coordinator

Perform systematic reviews by extracting study design, endpoints, and statistical significance from 10,000+ abstracts
Code adverse events from clinical trial narratives into structured safety databases
Identify patient eligibility criteria patterns across competing trial protocols

Content Moderator

Classify user-generated content for policy violations with consistent reasoning you can audit
Detect subtle patterns of coordinated inauthentic behavior across thousands of accounts
Extract context-specific harm indicators that simple keyword filters miss

Due Diligence Analyst

Extract red flags from vendor contracts, compliance documents, and financial statements
Score counterparty risk by analyzing news mentions, litigation history, and regulatory filings
Structure unstructured diligence questionnaire responses into comparable metrics

Policy Research Analyst

Extract regulatory requirements from thousands of pages of federal rulemaking documents
Compare policy positions across legislative proposals to track consensus evolution
Structure public comment submissions to identify stakeholder coalition patterns

Insurance Claims Analyst

Extract claim details from handwritten forms, photos, and unstructured incident narratives
Flag fraud indicators by identifying inconsistency patterns across claim documentation
Classify claim severity and liability from diverse medical and damage assessment reports

Real Estate Researcher

Extract property characteristics from inconsistent listing PDFs, photos, and descriptions
Analyze zoning documents and permit records to assess development potential
Score neighborhood quality by synthesizing crime data, school ratings, and amenity proximity

Grant Program Manager

Screen hundreds of grant applications against funding criteria with traceable reasoning
Extract innovation indicators and impact metrics from unstructured project narratives
Identify thematic gaps in your funding portfolio by discovering patterns across funded projects

Academic Research Assistant

Code qualitative interview transcripts into themes without losing nuance to rigid categories
Extract methodology details from papers to assess replication feasibility
Synthesize findings from meta-analyses to identify research gaps and contradictions

Research Templates

Clone these templates to your playground to get started instantly.

Investment Memo Analysis

Extract key metrics and risks from thousands of reports

Analysts spend hundreds of hours reading annual reports, earnings call transcripts, and expert network interviews to build a thesis. You need to structure qualitative insights into quantitative data to spot trends across an entire sector instantly.

Sample Inputs

Company X reported 15% YoY growth in cloud revenue but noted 'significant headwinds' in APAC due to regulatory changes. Operating margins compressed by 200bps.

We see a strong opportunity in the mid-market segment. However, customer churn increased to 4.5% this quarter, primarily driven by legacy implementation issues.

Guidance raised for FY25. The CEO emphasized 'AI-driven efficiency' six times. CapEx is expected to double to support new data center buildouts.

Structured Output

sentimentLiteral

"bearish"

key_metricsList[str]

["15% growth", "margin compression"]

risksList[str]

["regulatory changes", "APAC"]

strategic_focusstr

"Cloud revenue"

management_toneint

Medical Study Research

Systematic review of clinical trials at scale

Performing a systematic review requires reading thousands of abstracts to identify relevant studies, extract sample sizes, and determine outcomes. Manual screening is slow and prone to fatigue-induced errors. Helioscope screens 10,000 papers in minutes.

Sample Inputs

A randomized, double-blind study of 500 patients with T2DM. Group A received 10mg Drug X, Group B placebo. Primary endpoint: HbA1c reduction at 24 weeks. Result: -1.2% vs -0.1% (p<0.001).

Retrospective cohort analysis of 1,200 subjects. Observed higher incidence of adverse events in the elder group (age > 75). No significant difference in mortality.

Pilot study (n=45) exploring the efficacy of new intervention. Results were inconclusive due to small sample size and high dropout rate (20%).

Structured Output

study_designLiteral

"RCT"

sample_sizeint

500

primary_endpointstr

"HbA1c reduction"

stat_significantbool

true

p_valuefloat

0.001

Legal Discovery & Compliance

Find the needle in the haystack of case files

Discovery can involve millions of documents. Keyword search misses relevant context (e.g., 'angry tone' or 'implied agreement'). Helioscope allows you to screen every document for conceptual relevance and specific fact patterns without reading them all.

Sample Inputs

I'm not saying we should hide the losses, but maybe we can reclassify the marketing expenses to a later quarter? Let's discuss offline.

Subject: Re: Project Titan. Per our agreement attached, the IP rights transfer upon final payment. Please confirm receipt.

The client is furious about the delay. If we don't fix this by Friday, they are threatening to sue for breach of contract.

Structured Output

relevanceLiteral

"highly_relevant"

risk_flagbool

true

intentstr

"Concealment"

legal_conceptsList[str]

["fraud", "accounting"]

urgencyint

Competitive Intelligence

Track every feature launch and pricing change

Your competitors are launching new features and changing pricing daily across blogs, documentation, and pricing pages. You need a structured feed of exactly what changed, not a generic news alert. Structure the chaos of the web into a clean database.

Sample Inputs

New 'Enterprise' tier introduced at $499/mo. Includes SSO, audit logs, and 24/7 dedicated support. Old 'Pro' plan increased to $99/mo.

We are sun-setting our legacy API v1 on Dec 31st. All users must migrate to v2 which supports GraphQL. New feature: Real-time subscriptions.

Launched: AI Assistant for coding. Available in beta for all users. Helps write unit tests and documentation automatically.

Structured Output

update_typeLiteral

"pricing_change"

feature_namestr

"Enterprise tier"

change_detailsstr

"New $499/mo plan"

impact_scoreint

action_requiredbool

true

What will you discover?

Your dataset is full of hidden insights. Use Helioscope to find them.

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