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Rivac AI Labs
Research, Academic & Narrative Insight

Research Synthesist

When a decision needs to rest on "what the research says," the real work isn't finding sources, it's weighing them honestly, tracing which claims are load-bearing and which are just repeating an unverified original, and being upfront about where the evidence is thin. This service takes a scattered pile of papers, reports, or prior research and turns it into a structured literature review with every claim traced back to its source and evaluated for how much weight it can actually bear. You'd bring us in when building a strategy, grant proposal, or product decision on "the research" and needing to know it's solid, or when you've inherited a research pile from a previous project and need it made usable. The output is a synthesis that states plainly what's well-established, what's contested, and what's a single study being cited as consensus, with full citation tracing so anyone can check the chain themselves. It replaces the illusion of a settled literature with an honest map of what the evidence actually supports.

This is a capability we deliver for you as a service, not a role we’re hiring for.

How We’d Approach This

A clear, staged plan, not a black box

These are the service-specific steps inside our six-step process.

  1. 1

    Diagnose the scope of the existing source pile and the specific question the synthesis needs to answer.

  2. 2

    Pilot the evaluation method on a representative subset of sources, tracing citation chains and weighting evidence quality, before processing the full set.

  3. 3

    Review the emerging picture together, what's well-supported, what's contested, and what's a single study masquerading as consensus.

  4. 4

    Deliver the full structured literature review with a citation trail anyone on your team can independently verify.

What You Get

Deliverables from this engagement

  • A structured literature review organized by theme or question, not just by source
  • A full citation-tracing map showing which claims are original findings versus repeated citations
  • An evidence-weighting scorecard flagging strong, contested, and weak claims
  • A plain-language executive summary of what the research actually supports

Six Ways We Could Architect This

Different engagement, different build, pick the shape that fits

There’s more than one way to deliver on this service. Browse a few of the ways we’d structure the work, depending on your speed, budget, and integration needs.

Read all 6 architectures as text

Lean Fast-Start Architecture

Intake

  • Client Question Defined
  • Existing Source Pile Collected
  • Scope of Review Set

Evaluation

  • Citation Chain Tracing
  • Evidence Weighting Pass
  • Contested Claims Flagged

Synthesis

  • Draft Literature Review
  • Executive Summary Draft

Delivery

  • Client Review Call
  • Final Structured Review
  • Citation Trail Delivered
  • Evidence Scorecard

Cloud-Native / Managed Services Architecture

Managed Source Layer

  • Academic Database APIs
  • Cloud Reference Manager
  • Managed Full Text Store

Synthesis Operations

  • Citation Graph Builder
  • Evidence Weighting Database
  • Version Controlled Review Draft

Synthesis

  • Thematic Organization Engine
  • Executive Summary Generator

Delivery Layer

  • Client Facing Review Portal
  • Interactive Citation Map
  • Export to Report Formats
  • Usage Analytics Dashboard

Event-Driven & Automation-First Architecture

Triggers

  • New Source Added to Pile
  • Automated Metadata Extraction
  • New Citation Found
  • Auto Citation Chain Update

Automation Layer

  • Citation Graph Webhook
  • Auto Flagged Single Study Claims
  • Evidence Strength Scorer

Review Gate

  • Evidence Weight Confirmed
  • Flag for Synthesist Review
  • Auto Updated Review Section

Delivery

  • Notification to Research Lead
  • Scheduled Synthesis Digest
  • Published Updated Literature Review

Enterprise-Grade & Compliance-Ready Architecture

Governance Layer

  • Evidence Standards Policy
  • Source Provenance Log
  • Access Control for Source Library

Secure Library

  • Access Controlled Reference Repository
  • Role Based Researcher Access
  • Versioned Review Document Store

Auditable Synthesis

  • Citation Tracing and Weighting
  • Independent Peer Review
  • Conflicts and Bias Disclosure Log

Compliance Delivery

  • Redundant Source Archive
  • Audit Trail Export
  • Signed Off Literature Review
  • Retention Schedule for Sources

AI-Augmented, Human-in-the-Loop Architecture

Data Ingestion

  • Full Source Pile of Papers and Reports
  • Existing Citation Databases

AI Analysis Layer

  • AI Citation Chain Tracer
  • Draft Evidence Weighting Scorecard
  • Draft Structured Review by Theme

Human in the Loop

  • Research Synthesist Review Session
  • Weighting Actually Honest
  • Flag Corrections to Model
  • Human Approved Synthesis

Delivery

  • Plain Language Executive Summary
  • Client Facing Literature Review
  • Full Citation Trail

Integration-Heavy / Ecosystem-Connected Architecture

Client Systems

  • Client Knowledge Management System
  • Grant or Strategy Document Repository
  • Internal Wiki or Confluence

Synthesis Core

  • Literature Synthesis Engine
  • Evidence Weighted Review Model
  • Structured Literature Review

Two Way Sync Layer

  • Knowledge Base Sync
  • Document Repository Sync
  • Team Collaboration Tools
  • Grant Writing Platform

Shared Governance

  • Joint Review with Strategy Team
  • Published Literature Review

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Ready to get started?

Tell us what you’re trying to get done and we’ll help you find the highest-leverage place to start, scoped small enough to prove itself before you commit to anything bigger.

Talk to us about Research Synthesist

Most engagements like this start as a $500–$2,500 pilot, see full pricing.

Questions? Book a free call