Lumina Reviewer vs RaportAgent

Comprehensive side-by-side comparison — features, pricing, performance, and more.

Data last refreshed October 2026
Lumina Reviewer logo

Lumina Reviewer

Lumina

Screen thousands of papers in hours, not weeks.

Paid
73% verification coverage
VS
RaportAgent logo

RaportAgent

RaportAgent

Automated market research · 7 AI agents

Paid
75% verification coverage

Trust & Reliability

Lumina Reviewer

GDPR

RaportAgent

GDPR

Overall Winner: RaportAgent

5.9/10 vs Lumina Reviewer at 4.9/10

Leads in:
Customization
Integration
Planning Quality

Scores are AI-estimated from publicly available data — not an independent test or a verified user rating. How we rank →

AI Comparison Summary

Lumina Reviewer

4.9

avg score

RaportAgent

5.9

avg score

RaportAgent leads overall — particularly in Customization and Integration and 1 more.

Lumina Reviewer has an edge in Support.

Based on 7 dimensions

Scores are AI-estimated from publicly available data — not an independent test or a verified user rating. How we rank →

Overall Winner

RaportAgent

5.9 / 10

Lumina Reviewer

Best For
Researchers conducting systematic reviews and meta-analyses
Research teams needing faster title and abstract screening
Academics replacing traditional screening tools like Rayyan or Covidence
Solo researchers managing focused reviews with up to 750 papers

RaportAgent

Best For
Founders exploring new business ideas
Agencies and consultants needing fast, sourced market studies
E-commerce and DTC brands researching market landscapes
Investors and VCs for due diligence

* Verdict is based on our algorithmic scoring of publicly available data. Learn about our methodology

Lumina Reviewer is best for

🔍Research5.6📊Data & Analytics4.6💻Coding & Dev4.0

RaportAgent is best for

💬Chat & Conversation8.0🔍Research6.0🎨Image & Design5.0

Filter by your use case:

Limitations

Lumina ReviewerLumina Reviewer

Cons

  • Free trial is limited to 100 papers
  • Starter plan is limited to 1 active project and 750 papers
  • Duo plan is limited to 100 active projects and 5,000 papers per project
  • Team plan is limited to 100 active projects and 100,000 papers per project
  • AI recommendations are advisory; human reviewers make all final decisions
  • Does not validate stopping decisions or guarantee recall
  • Does not establish compliance or prove methodological rigor
  • Audit CSV is not a point-in-time snapshot of every historic ranking score
RaportAgentRaportAgent

Cons

  • Reports are informational only and do not constitute investment, legal, or tax advice (Terms of Service)
  • Provider does not guarantee completeness or timeliness of data from external sources (Terms of Service)
  • Content may contain errors or simplifications (Terms of Service)
  • Liability for business decisions made by the user is excluded to the extent permitted by law (Terms of Service)
  • Not intended or authorized for high-risk decision-making within the meaning of the AI Act (Terms of Service)
  • Unused credits may be refundable by contacting the Provider, not automatically (Terms of Service)
  • Credit-back guarantee is for a report credit, not a refund to the payment card (Terms of Service)
Weighted Score — Adjust What Matters to You

Pick a profile or drag sliders — scores and radar update instantly on the right.

Quick profiles:

Ease of Use5
Customization5
Support5
Integration5
Compliance & Data Protection5
Performance5
Planning Quality5

Dimension Comparison

Ease of UseCustomizationSupportIntegrationCompliancePerformancePlanning

Lumina Reviewer

4.9

/ 10

RaportAgent

5.9

/ 10

Clear winner

Dimension Breakdown

Ease of Use

AI

How intuitive is onboarding, UI navigation, and day-to-day usage for the target audience?

Lumina Reviewer
8.0
RaportAgent
8.0

Customization

Calculated

How much can users tailor workflows, settings, prompts, or outputs to their needs?

Lumina Reviewer
2.0
RaportAgent
8.0▲ +6.0

Support

AI

How strong is the documentation, customer support, community, and learning resources?

Lumina Reviewer
6.0▲ +2.0
RaportAgent
4.0

Integration

Calculated

How well does it connect with other tools, APIs, and workflows?

Lumina Reviewer
6.0
RaportAgent
8.0▲ +2.0

Compliance & Data Protection

Calculated

Compliance certifications and data-protection posture, counted from ten verified signals: SOC 2 Type II, GDPR compliance, HIPAA, WCAG AA/AAA, PII redaction, licensed-only training, a published sub-processor list, a downloadable DPA, not training on user data, and a documented deletion path

Lumina Reviewer
4.0▲ +1.0
RaportAgent
3.0

Performance

Calculated

Latency + throughput speed

Lumina Reviewer
5.0
RaportAgent
5.0

Planning Quality

Calculated

Multi-step planning depth + replanning capability

Lumina Reviewer
3.0
RaportAgent
5.0▲ +2.0

Calculated = derived from structured signals (integration count, API/open-source config, compliance certs, response-time). AI = LLM-assessed from public website content. Methodology

Task Performance

Lumina Reviewer

Task

RaportAgent

8.0
Literature Search
6.0
6.0
Citation Management
7.0
2.0
Data Extraction
6.0
2.0
Hypothesis Generation
3.0
5.0
Paper Summarization
3.0
8.0
Methodology Guidance
4.0
7.0
Cross Reference
7.0
3.0
Knowledge Synthesis
8.0
5.0
Experiment Tracking
1.0
4.0
Peer Review Support
2.0
3.0
Data Visualization
5.0
3.0
Natural Language Queries
6.0

* Task scores (1–10) are algorithmically generated from publicly available data.

Data is sourced from public information and vendor websites. It may not always be up-to-date — verify pricing and features directly with the vendor before purchasing.Report inaccuracy

Frequently Asked Questions

What are the main differences between Lumina Reviewer and RaportAgent?
Lumina Reviewer — "Screen thousands of papers in hours, not weeks". RaportAgent — "Automated market research · 7 AI agents". The Features section on this page compares them side by side.
Who is Lumina Reviewer best for compared with RaportAgent?
Lumina Reviewer is best for Researchers conducting systematic reviews and meta-analyses; and for Research teams needing faster title and abstract screening. RaportAgent is best for Founders exploring new business ideas; and for Agencies and consultants needing fast, sourced market studies.
How does the pricing of Lumina Reviewer compare with RaportAgent?
Lumina Reviewer is paid, includes a free plan, paid plans start at $10.1/month, offers a free trial. RaportAgent is paid. Always verify current pricing with the vendor.
Does Lumina Reviewer or RaportAgent have a free plan?
Lumina Reviewer has a free plan and offers a free trial. RaportAgent lists no free plan. Always verify current pricing with the vendor.

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