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info DEMO DATA: scores shown are template sample values pending independent evaluation · as of 2026-09-05 · Methodology
INDEX / AI_RESEARCH / ACADEMIC_SEARCH / CONSENSUS v2026.2-EVAL VERIFIED: 0x93c2..88b1
dns US-EAST-EVAL-02 terminal RAW_SPEC.JSON
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Consensus

EVIDENCE ENGINE

ACADEMIC EVIDENCE & CONSENSUS SYNTHESIS ENGINE

library_books 200M+ PEER-REVIEWED PAPERS handshake SEMANTIC SCHOLAR PARTNER donut_large CONSENSUS METER™ link CITATION-DIRECT
Entity Consensus App Inc. Boston, MA
Corpus Sync PubMed / Crossref Daily Ingest
Citation Precision Strict 1:1 DOI Zero Unanchored Hallucination
Evaluation Cohort Academic & Clinical Audit v2026.2
Airecmark Composite Index
92.8 /100
▲ +12.4% 30d Velocity
Primary Category Rank: #1 Academic Science

Deterministic Verification Enclave (4 Core Indexes)

CORPUS INDEX database
200M+

Peer-Reviewed Papers

Directly mapped via Semantic Scholar, PubMed, Crossref, and arXiv repository enclaves.

AGREEMENT CLASSIFIER pie_chart
96.5%

Consensus Meter™ Reliability

Bayesian meta-analysis on study outcomes classifying Yes / No / Possibly agreement with peer literature.

EVAL RIGOR verified
98.2%

Methodology Extraction (SJR/RCR)

Automated parsing of human RCT sample counts, animal trial indicators, and Scimago quartile ranking.

ZERO-ERROR TARGET security

Citation Hallucination Rate

Deterministic strictness. Every factual assertion is bounded strictly to an authentic DOI link.

Empirical Benchmarking

Macro Intelligence Breakdown

Multi-dimensional evaluation against 4,500 clinical, socioeconomic, and biochemical peer-reviewed research challenges.

Medical & Biological Evidence Synthesis 97.4%
Strict accuracy synthesizing PubMed and Cochrane clinical trials.
Study Methodology & Sample Size Extraction (n=X) 95.8%
Detection of Double-Blind, RCT, Meta-Analysis, vs in-vitro animal studies.
Automated Literature Review & BibTeX / RIS Output 94.2%
Zero parsing corruption across Zotero, Mendeley, and EndNote format schema.
Consensus Meter™ Agreement Classification Precision 96.1%
Polarity clustering accuracy separating conflicting hypotheses.
Non-Academic Web Query Translation 86.5%
Semantic conversion of colloquial consumer inquiries to MeSH medical terms.
Live Meter Inspection SAMPLE AUDIT
Sample Query Evaluated:

"Does intermittent fasting improve long-term insulin sensitivity in humans?"

YES: 68% POSSIBLY: 22% NO: 10%
38 Controlled Studies Analyzed n=3,840 Total Subjects
fingerprint Airecmark Telemetry Verdict

Consensus automatically filtered out in-vitro non-human data, aggregating only randomized human trials with SCImago Q1/Q2 journal prestige indexing.

HASH: 8f41..c92a LATENCY: 1.18s
Architecture & Features

Quantitative Technical Specification

Core architectural modules engineered for high-throughput empirical citation synthesis and algorithmic evidence aggregation.

analytics

The Consensus Meter™

Bayesian Agreement Classifier

Proprietary natural language processing engine that reads abstract and result sections of top empirical papers on a specific research query, calculating a statistically weighted breakdown of the scientific community's prevailing verdict.

Latency: <1,450ms Accuracy: 96.5%

Study Details Extraction Badge

Automated Methodology Parser

Algorithmic parsing that identifies whether an investigation is a Systematic Review, Meta-Analysis, RCT, Cohort Study, or Animal/In-Vitro Experiment. Instantly surfaces sample size (n=1,240) and SCImago journal quartile ranking.

Design Parsing: 98.2% SJR/RCR Included
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Academic Knowledge Graph

200M+ Direct Semantic Ingestion

Direct synchronization with Semantic Scholar, CrossRef, and PubMed enclaves. Ensures high-veracity access across biological sciences, physics, chemistry, economics, psychology, and clinical human health without ungrounded internet noise.

Index Corpus: 200M+ Continuous Updates
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Copilot for Scientific Synthesis

Fine-Tuned Scientific LLM (GPT-4o)

Synthesizes multi-study abstracts into dense bulleted summaries while enforcing strict zero-hallucination policies. Every generated clause maps to a DOI or PubMed ID anchor, eliminating fabricated citations typical in generic conversational models.

Hallucination: 0.00% Strict DOI Grounding
Competitive Landscape

Direct Peer Matrix: Academic & Research Engines

Empirical comparison across academic search tools, citation integrity, corpus scope, and pricing economics.

EVAL BENCHMARK: 2026.2
Engine / Model Airecmark Score Academic Corpus Evidence Synthesis Methodology Badging Pricing (Pro) Status
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Consensus Evaluated Target
92.8 200M+ (PubMed, Semantic Scholar)
check_circle Consensus Meter™ + GPT-4o
Yes (RCT, Sample n=X, SJR) $11.99 / mo CURRENT
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Elicit Ought Inc.
91.5 125M+ (Semantic Scholar) Systematic Table Extraction Yes (Detailed matrix fields) $12.00 / mo Compare
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Scite.ai Research Solutions
89.9 180M+ (Smart Citations Graph) Supporting / Contrasting Citations Citation Context Extraction $20.00 / mo Compare
P
Perplexity Pro Perplexity AI
95.4 Entire Web + Academic Index Broad Conversational Search No (General URL citations) $20.00 / mo Compare
Pricing Intelligence

Commercial Tiers & Access Economics

Subscription parameters verified directly against Consensus App Inc. live billing gates.

Evaluation Tier

Free Starter

$0 / forever

Essential exploratory tool for individual undergraduate students and casual science queries.

  • check Unlimited basic academic searches
  • check 20 Consensus Copilot credits / month
  • check Basic paper study badges
  • close No Consensus Meter™ meta-summaries
POPULAR (RESEARCH CHOICE)
Pro Level Access

Consensus Premium

$11.99 / month
Billed annually at $8.99/mo ($108/yr)

Designed for clinical scientists, PhD researchers, biotech analysts, and medical writers.

  • check Unlimited GPT-4o scientific synthesis
  • check Unlimited Consensus Meter™ analysis
  • check Methodology filters (RCT, Sample Size, SJR)
  • check One-click CSV & BibTeX / RIS bulk export
Upgrade to Premium
Institutional SLA

Teams & Lab Orgs

$25 / seat / month

For research laboratories, pharma R&D pipelines, and institutional medical libraries.

  • check Multi-seat centralized billing & admin console
  • check Centralized shared literature repositories
  • check Custom PubMed / internal PDF ingest
  • check SOC2 Type II + SAML SSO integration
gavel Airecmark Lead Analyst Verdict
“Consensus is the definitive gold standard for evidence-based decision making, transforming how clinicians, researchers, and scientific investors extract truth from academic literature without hallucinated citations.”
AM
Dr. Aaron Vance, PhD Principal LLM Evaluator, Scientific Systems — Airecmark Benchmark Lab
LAST AUDIT COMPLETED: FEB 19, 2026 • RUNTIME CLUSTER #04
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MERKLE INTEGRITY SEAL: 0x49e8a712b0593c2098d88b14e82ccf10
SHA-256 ATTESTED VALIDATION PASS (100%)
Analyst Trade-off Summary

Strengths & Limitations

thumb_upStrengths
  • check_circle学术语料权威
report_problemLimitations
  • error_outline仅覆盖学术语料,通用性问题表现一般
  • error_outline证据摘要依赖论文元数据质量,偶有引文偏差
  • error_outline高级模型档位定价偏高