Extruct AI vs Lumina Reviewer
Comprehensive side-by-side comparison — features, pricing, performance, and more.
Trust & Reliability
Lumina Reviewer
Overall Winner: Extruct AI
5.6/10 vs Lumina Reviewer at 4.9/10
Scores are AI-estimated from publicly available data — not an independent test or a verified user rating. How we rank →
Extruct AI
5.6
avg score
Lumina Reviewer
4.9
avg score
Extruct AI leads overall — particularly in Customization and Performance and 1 more.
Lumina Reviewer has an edge in Ease of Use.
Scores are AI-estimated from publicly available data — not an independent test or a verified user rating. How we rank →
Overall Winner
Extruct AI
Extruct AI
Lumina Reviewer
* Verdict is based on our algorithmic scoring of publicly available data. Learn about our methodology
Extruct AI is best for
Lumina Reviewer is best for
Filter by your use case:
Limitations
Extruct AICons
- Services are offered solely for business or professional use, not personal, family, or household use (Terms of Service)
- Not tailored to comply with industry-specific regulations like HIPAA or FISMA (Terms of Service)
- Cannot be used in a way that would violate the Gramm-Leach-Bliley Act (GLBA) (Terms of Service)
- Automated scraping or abuse of the service is prohibited except through Extruct’s API with a valid API key (Terms of Service)
- Reselling, sublicensing, publishing, or redistributing data obtained from the Service in bulk is prohibited (Terms of Service)
- Using the Service to build or train a competing database, model, or service is prohibited (Terms of Service)
- No purpose in this notice will require us keeping your personal information for longer than twelve (12) months past the termination of the user's account
Lumina ReviewerCons
- 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
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Dimension Comparison
Extruct AI
5.6
/ 10
Lumina Reviewer
4.9
/ 10
Dimension Breakdown
Ease of Use
AIHow intuitive is onboarding, UI navigation, and day-to-day usage for the target audience?
Customization
CalculatedHow much can users tailor workflows, settings, prompts, or outputs to their needs?
Support
AIHow strong is the documentation, customer support, community, and learning resources?
Integration
CalculatedHow well does it connect with other tools, APIs, and workflows?
Compliance & Data Protection
CalculatedCompliance 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
Performance
CalculatedLatency + throughput speed
Planning Quality
CalculatedMulti-step planning depth + replanning capability
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
Extruct AI
Task
Lumina Reviewer
* Task scores (1–10) are algorithmically generated from publicly available data.