Pricing · Capabilities · Deployment · Enterprise controls · Privacy & data policy · Integrations
These are the selected requirements where at least two candidates have reliable, distinct answers. Use them to narrow the shortlist first.
Compare Consensus, Elicit, Gemini Deep Research, and Scite Assistant across pricing, research capabilities, deployment, governance, data policy, integrations, and execution evidence.
Included when the product is a maintained research Agent with public first-party documentation for literature discovery or synthesis and the listed decision requirements. The current cohort is Consensus and Elicit and Gemini Deep Research and Scite Assistant; inclusion is not a ranking or claim that no other product qualifies.
21 of 28 candidate-requirement cells have current Source-Backed or Execution-Verified answers.
Adjusting these requirements is recorded only as an aggregate demand signal.
This is a map of comparable evidence and unresolved questions, not a score, ranking, winner, or recommendation.
Evidence snapshot 2026-08-2121 source checksRefresh required
These are the selected requirements where at least two candidates have reliable, distinct answers. Use them to narrow the shortlist first.
These fields contain the most unresolved candidate answers. Confirm them with the provider before purchase or deployment.
These remain unknown unless publication-approved governed execution evidence exists. Source documentation cannot close them.
This comparison describes available evidence. “Unverified” means no matching accepted evidence—not that a feature is unavailable. It is not a universal ranking, score, recommendation, or purchasing decision.
Swipe horizontally to compare candidates. Candidate names remain visible while you review fields.
Consensus publishes Free, Pro, Deep, Teams, and Enterprise plan options.
Source-BackedElicit publishes Basic, Plus, Pro, Scale, and custom Enterprise plans with different Research Agent, report, review, collaboration, export, and API allowances; purchasers should confirm the current billing interval and displayed regional price at checkout.
Source-BackedGoogle publishes Google AI plan packaging for Gemini features. Prices, included limits, and availability vary by country and account; buyers should use the current regional checkout as the source of truth.
Source-BackedScite publishes individual and organization pricing paths with feature and usage differences. Buyers should verify the current displayed price and billing interval before purchase.
Source-BackedConsensus is provided as a hosted product and API service. Its official security documentation describes API query handling and organization-specific data controls but does not establish a self-hosted Consensus deployment.
Source-BackedElicit is offered as a hosted service across self-serve plans, while Enterprise lists custom deployment options such as single tenancy; availability and architecture of a custom deployment require a sales agreement.
Source-BackedGemini Deep Research is a hosted Gemini Apps capability that uses Google Search by default and can use connected Google services or uploaded sources. This does not establish a self-hosted deployment.
Source-BackedUnknown / Insufficient Evidence
UnverifiedIntelligence GapConsensus searches scientific literature and generates source-linked synthesis with documented limitations.
Source-BackedElicit documents semantic paper and clinical-trial search, cited research reports, structured data extraction, and systematic-review workflows; generated claims are linked to sentence-level citations from underlying sources.
Source-BackedGemini Deep Research researches topics and produces reports linked to sources.
Source-BackedScite Assistant retrieves scientific literature, ranks sources, and generates cited responses with filtering, DOI scoping, structured output, and multi-turn support.
Source-BackedConsensus documents organization plans with centralized billing and account management; Teams covers groups up to 200 seats, while Enterprise is quoted for organizations over 200 users and adds management for thousands of users.
Source-BackedElicit Enterprise lists SSO and SAML, two-factor authentication, user analytics, domain verification, custom deployments, and dedicated onboarding; Scale lists an admin panel with usage tracking and seat management.
Source-BackedGoogle Workspace administrators can control access to Gemini features according to Workspace edition and service settings. The exact controls and data protections depend on the organization's license and configuration.
Source-BackedUnknown / Insufficient Evidence
UnverifiedIntelligence GapConsensus documents organization separation and states that customer content is not used for model training.
Source-BackedElicit's Privacy Policy describes the personal information it collects, how it uses and shares that information, retention practices, international transfers, and organizational and technical safeguards. Contract-specific and enterprise data-processing scope still requires procurement review.
Source-BackedFor consumer Gemini Apps, Google documents collection of prompts and shared content, possible human review, activity-dependent use to improve services and train models, and retention controls. Users should not submit confidential information they would not want reviewed; Workspace protections vary by license and are not inferred here.
Source-BackedUnknown / Insufficient Evidence
UnverifiedIntelligence GapConsensus lists library integrations for Enterprise organizations. Its Teams plan describes a Consensus Search API as coming soon, so API availability is not treated as generally available by this review.
Source-BackedElicit provides a bearer-token API for semantic search and automated report generation, with documented curl, Python, JavaScript, CLI, Slack bot, and Claude Code examples; API access requires Pro or above and is rate-limited by plan.
Source-BackedGemini Deep Research uses Google Search by default and can add uploaded files, NotebookLM notebooks, Gmail, and Drive as research sources; Gmail and Drive require the Google Workspace connected app, and availability varies by account and plan.
Source-BackedScite documents an OAuth-protected MCP service for ChatGPT, Claude, Gemini, Copilot, and other MCP-compatible clients, with full-text literature search and Smart Citation access. Account and content entitlements still apply.
Source-BackedThis page is ready to support a shortlist. Agenova currently supports 21 of 28 selected cells with reliable evidence. Validate the remaining 7 gaps before purchase or deployment.
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