Evidensity Reports Services Contact
For Academics & Research Teams

Evidensity Research

Accelerate systematic evidence synthesis from months to days. Structured, auditable, PRISMA-aligned reviews — built on the same corpus you would construct yourself, but extracted and verified at scale.

10 academic databases PRISMA-aligned methodology Structured extraction

Systematic reviews are essential. The process is broken.

You know the evidence needs to be synthesised rigorously. But the time and cost of doing it properly means reviews are often outdated before they reach peer review.

The 67-week review

By the time your systematic review is published, the literature has moved on. New studies have appeared, old conclusions may no longer hold, and the field has already shifted.

Scope paralysis

3,000 results from your search strategy — how do you screen them all systematically? Title-abstract screening alone can take weeks of concentrated effort from two independent reviewers.

Reproducibility gap

Ad-hoc search strategies, subjective screening decisions, and inconsistent extraction templates make replication nearly impossible. Reviewer disagreement is common and poorly documented.

A single systematic review costs an average of $141,194 and takes a mean of 67 weeks to complete.
Michelson & Reuter (2019), Contemporary Clinical Trials Communications, 16, 100443. Borah et al. (2017), BMJ Open, 7(2), e012545.

A structured pipeline producing auditable outputs

Each stage generates structured JSON with confidence scores and provenance tracking. Every decision is logged. Every extraction is traceable to source text.

Discover
Discovery
10 databases, dedup, scoring
Enrich
Enrichment
Abstract enrichment, OA full-text retrieval
Screen
Screening
Relevance gate, inclusion/exclusion
Extract
Extraction
Methodology, results, claims, data audit
Classify
Classification
Method taxonomy, claim extraction, dataset linking
Assess
Credibility
Per-paper quality scoring
Ground
Grounding
Claims verified against source text
Group
Claim Grouping
Semantic clustering across papers
Validate
Cross-Validation
Inter-agent consistency checks
Synthesise
Meta-Analysis
Weighted synthesis, disagreement detection
Report
Report
7 tones, APA citations, evidence tables

What you receive

A complete evidence package ready for your thesis chapter, grant application, or publication.

Systematic Review Report

Full methodology section, results with APA citations, limitations discussion, and evidence synthesis. Self-contained HTML with citation tooltips and verified source quotes.

APA Citations Methodology Section Limitations

Structured Evidence Table

Every included paper with 29 data columns: study design, methodology, sample characteristics, key findings, confidence scores, credibility tier. CSV export ready for your own statistical analysis.

29 Columns CSV Export Analysis-Ready

PRISMA Flow & Reference Library

PRISMA-style flow diagram with paper counts at each stage. Complete BibTeX and RIS reference files — import directly into Zotero, Mendeley, or EndNote.

PRISMA Diagram BibTeX RIS

Verified Source Quotes

Every extracted claim is programmatically matched against full text as an exact substring. Unverifiable claims are flagged. Evidence appendix maps every quote to its source paper and page.

Substring Verification Evidence Appendix
NEW: Interactive exploration — Ask the Corpus, What-If Sensitivity Analysis, and Evidence Map capabilities are included with every engagement. Go beyond the static report with follow-up questions and visualisations.

An interactive research service

Every engagement includes follow-up support. Submit sub-questions, request robustness checks, and ask for visualisations of the evidence landscape.

Ask the Corpus

Send me specific sub-questions and receive cited answers drawn from the included papers. Every response includes inline citations with verified quotes — ideal for drafting specific sections of a literature review.

Cited answers Sub-question exploration Draft-ready output

What-If Sensitivity

Robustness testing for your synthesis. Ask me to exclude studies by year, method, quality tier, or individually — and I'll tell you if your conclusions hold. Answers questions like "does this finding survive if we restrict to RCTs?" or "what changes post-2020?"

Method filters Quality thresholds Side-by-side comparison

Evidence Map

I provide visual evidence network diagrams showing clusters of agreement, lines of disagreement, and isolated findings. Papers are nodes, shared findings are connections, and methodological conflicts are visible fault lines.

Agreement clusters Disagreement mapping Gap identification

Methodological rigour at every stage

This is not a black-box summariser. Every decision is auditable, every claim is grounded, and every confidence score is derived from explicit criteria.

Screening & extraction controls

  • Multi-stage screening — defined inclusion/exclusion criteria applied consistently across the entire corpus, with per-paper relevance scores
  • Evidence grounding — every extracted claim verified as an exact substring of the source paper. Unverifiable claims are flagged and excluded from confidence calculations
  • Cross-validation — independent extraction agents cross-check results. Disagreements between agents are surfaced with structured attribution
  • Confidence scoring — every stage produces numerical confidence scores, propagated through the pipeline and weighted in final synthesis

Quality assessment & synthesis

  • Per-paper credibility — scoring on methodological rigour, data quality, and reproducibility. Configurable dimensions and weights per domain
  • Disagreement detection — structured identification of conflicting findings with attribution to methodology, data, or context differences
  • PRISMA-style evidence flow — complete paper counts at every stage from identification through final synthesis, with reasons for exclusion
  • Explicit limitations — every report states coverage gaps, potential biases, and what the evidence cannot conclude

Five research types, one service

The pipeline adapts to your research design. Each type activates different stages, applies appropriate thresholds, and produces the expected outputs.

Meta-Analysis

Quantitative synthesis of effect sizes across studies. Full extraction of statistical results, weighted aggregation by study quality, heterogeneity assessment, and forest plot data.

Full pipeline · 2–4 days

Systematic Review

Comprehensive, protocol-driven synthesis of all available evidence on a defined question. PRISMA-aligned screening, structured extraction, and narrative synthesis with quality assessment.

Full pipeline · 2–5 days

Scoping Review

Map the breadth of evidence on a topic. Broader inclusion criteria, classification-focused extraction, and gap identification. Ideal for identifying research directions and grant framing.

Discovery + classification · 1–3 days

Rapid Evidence Assessment

Streamlined synthesis when you need answers fast. Focused search, lighter extraction, prioritised analysis of highest-quality studies. For conference deadlines and grant submissions.

Priority stages · 4–8 hours

Literature Survey

Broad landscape mapping with narrative synthesis. Lower extraction depth, wider inclusion, emphasis on identifying themes and trends. Ideal for thesis introductions and background chapters.

Core stages · 1–2 days

One corpus, unlimited research questions

Supervisor asks a new angle? Committee wants a different framing? Re-run meta-analysis and reporting in minutes, not months. The evidence base is already built.

Initial Engagement

  • 1 Define your primary research question
  • 2 Corpus built from 10 databases (300–2,000 papers)
  • 3 Full pipeline: screening, extraction, grounding, synthesis
  • 4 Systematic review report + evidence table delivered
Typical turnaround
2–5 days

Requery — New Questions, Same Corpus

  • Chapter 2: "What methodologies dominate this field?"
  • Chapter 3: "What are the main areas of disagreement?"
  • Chapter 4: "How do results differ by population?"
  • Grant app: "Summarise the evidence gap we propose to fill"
Each follow-up question
5–10 minutes

How this compares

Dimension Manual Systematic Review Covidence / Rayyan Evidensity Research
Timeline 6–18 months 3–12 months (screening only accelerated) 2–5 days
Papers screened Hundreds (manual) Hundreds (human-in-loop) 300–2,000 (automated + auditable)
Extraction depth Custom forms Template-based (manual entry) 29 columns, structured JSON
Evidence grounding Ad-hoc quotes Not supported Programmatic substring verification
Disagreement detection Narrative (if included) Not supported Structured with attribution
Reproducibility Protocol-dependent Screening decisions logged Full pipeline audit trail
Follow-up questions Months of additional work Manual re-extraction Minutes, same evidence base
Export formats Word / PDF CSV (screening data only) CSV, BibTeX, RIS, HTML, JSON

By the numbers

10
Academic databases
Semantic Scholar, OpenAlex, CrossRef, PubMed, Europe PMC, arXiv, CORE, DOAJ, ERIC, Wikipedia
19
Specialised agents
Discovery through claim extraction, credibility, evidence grounding, claim grouping, cross-validation, and meta-analysis
29
Data columns
Per-paper structured extraction: design, methods, sample, findings, credibility, grounding
100%
Source traceability
Every claim linked to a specific paper with APA citation and verified source quote
300–2,000
Papers per corpus

Comprehensive coverage across all configured databases and search strategies

YAML
Domain-adaptive config

Configurable methodology vocabularies, inclusion criteria, and credibility dimensions per domain

5 types
Research designs

Meta-analysis, systematic review, scoping review, rapid evidence assessment, literature survey

Built for every stage of the research lifecycle

PhD Literature Reviews

  • Comprehensive background chapter with structured evidence synthesis
  • Identify gaps in the literature to justify your research contribution
  • Requery for each thesis chapter with different sub-questions

Grant Application Evidence Bases

  • Rapid evidence synthesis to support funding proposals
  • Demonstrate command of the field with structured, cited analysis
  • Evidence gap identification to frame your proposed contribution

Systematic Review Acceleration

  • Use as a first pass to build the screening corpus and extraction template
  • Structured outputs ready for human verification and refinement
  • PRISMA-aligned methodology documented from the start

Research Group Evidence Monitoring

  • Periodic re-runs to track new publications in your area
  • Lab-wide evidence base that multiple researchers can draw on
  • Incremental corpus building as the literature grows

Tenure Portfolio & Impact Cases

  • Map the citation landscape around your own research programme
  • Identify where your work sits within the broader evidence base
  • Generate structured summaries for impact narratives

Conference & Paper Preparation

  • Rapid background research for conference submissions
  • Related work sections with comprehensive, structured coverage
  • BibTeX export for immediate integration into LaTeX workflows

Commission a brief.

Send your research question to evidensity.research@gmail.com. Evidensity will scope the evidence landscape for free — no cost, no commitment.

Free scoping assessment

Send your question. I'll map the evidence landscape and estimate corpus size — no cost, no commitment.

Fixed-price engagements

Priced by research type and depth of analysis. Scoped after the initial assessment.

Department & lab retainers

Ongoing evidence support for research groups. Multiple questions, priority turnaround, shared corpora.