Neocortex

Neocortex vs Glean

Finding answers, or running the work.

Glean is built to search and assist across the apps you already have. Neocortex is a governed AI operating layer that also ships the business apps. They overlap on knowledge search and differ on most of the rest.

What it is

Different approach

Glean

A Work AI platform: enterprise search, an assistant and agents over the apps you connect.

Neocortex

An Enterprise AI Brain and governed operating layer, with installable business apps on the same platform.

Finding answers across your apps

Partly available

Glean

Its core strength. Search and an assistant across connected apps, respecting each source system’s permissions.

Neocortex

The Second Brain gives hybrid keyword and semantic search and answers over your notes, files and synced sources. Permissions are organisation and PIN based today; per-source permission mirroring at query time is being built.

Breadth of connectors

Glean is stronger

Glean

100+ connectors that index content for search; its own materials cite 275+.

Neocortex

35 integrations in the register today, plus access to 1,500+ apps through Composio for managed sign-in and actions. These read and act; only a few bespoke syncs index content for search, so Glean is ahead on indexed connectors.

Agent identity and attribution

Partly available

Glean

Each agent can have its own governed identity and service credentials, making agent activity attributable and independently controlled.

Neocortex

Agent identity records (owner, purpose, autonomy, risk tier, verification, status) exist in the data model. Management screens and enforcement of verification are in build.

Agent lifecycle and governance

Partly available

Glean

Agent Library controls, verification, access policies, sandboxing and lifecycle governance are designed for production agent fleets.

Neocortex

Trust Fabric already gates tools with allow, approve or deny, with approvals and run evidence. The agent library verification workflow and feedback screens are still to come.

Proactive and event-driven work

Glean is stronger

Glean

Agents can be scheduled or triggered by content changes, forms and external events.

Neocortex

Scheduled and manual runs work today. Content-change, form and webhook triggers are declared but not yet dispatched, and the schedule runner is daily.

Agent observability and improvement

Glean is stronger

Glean

Debug and Trace views expose inputs, tool calls, decisions and outputs; Agent Insights measures adoption, errors and ROI.

Neocortex

Agent run history, decision evidence, Agent Insights, searchable Agent Library discovery and Trust Fabric attention signals are visible today; deeper traces and measured ROI baselines continue to expand.

Enterprise intelligence control room

Neocortex is stronger

Glean

Enterprise Context unifies organisational knowledge, people, activity and applications.

Neocortex

Enterprise Intelligence provides one operational view across context, AI workers, execution, governance, collaboration, model capacity and attention signals.

Secure agent sandbox

Partly available

Glean

Agent Sandbox provides isolated filesystem, CLI and code execution for deeper research and analysis.

Neocortex

Neocortex Coder and a remote terminal run code and tools under Trust Fabric. Per-agent isolation, egress policy and resource limits are not yet in place.

Personal and organisational context

Partly available

Glean

Personal Graph and Enterprise Graph combine user preferences, people, content and activity into reusable context.

Neocortex

Second Brain notes, Personas and organisation scoping provide reusable context. It is not a graph of people, teams and documents yet.

Running the business, not only finding things

Neocortex is stronger

Glean

Positioned as search, assistant and agents on top of your existing systems.

Neocortex

Ships the apps too. Quote to Revenue CRM & ERP is a key installable app, suited to many businesses and particularly professional services: quotes, agreements, invoicing, projects, time and a client portal.

Where it can run

Partly available

Glean

Multi-tenant cloud with configurable data residency, single-tenant cloud, or customer-hosted and on-premises.

Neocortex

Self-host with Docker or run on Vercel, in the country you choose. Self-hosting is supported today; region selection and residency controls in the product are not.

Choice of AI models

Partly available

Glean

A Model Hub with 15+ models from providers such as OpenAI, Anthropic, Google, Amazon and Meta, selectable per conversation.

Neocortex

Provider-agnostic model router across Anthropic, OpenAI, Gemini, DeepSeek, Meta and more, cloud or self-hosted, with the model shown on each answer. A per-conversation model picker is still to come.

Assistants where people work (Slack, Teams, browser)

Glean is stronger

Glean

Assistant in Slack, Teams and a browser extension, so answers appear where people already are.

Neocortex

Not available yet. Teams and Copilot connections exist for Carter Capner Law, but there are no general Slack or Teams bots or a browser extension.

Enterprise security and compliance controls

Glean is stronger

Glean

SSO and SCIM provisioning, audit logs, data loss prevention and retention controls.

Neocortex

Sign-in through Clerk, domain audit trails and a recycle bin. SCIM, a platform-wide audit log, data loss prevention and retention policies are not built yet.

Building agents and workflows

Partly available

Glean

No-code agent builder with templates and a managed agent library.

Neocortex

A no-code custom agent builder (prompt, tool allowlist, scope) and an n8n workflow API are available. An embedded visual workflow builder is still to come.

Ownership and lock-in

Neocortex is stronger

Glean

A proprietary subscription platform. Source-code escrow is not described in its public materials.

Neocortex

Zero vendor lock-in: you own your data and the full source code is held in escrow.

Pricing and minimum seats

Neocortex is stronger

Glean

Not published. Third-party reports cite roughly US$45–50 per user per month with a 100-seat minimum, falling at higher volumes.

Neocortex

A one-seat minimum. Start with a guided trial and one user, then scale. Organisations above 500 users are quoted as enterprise.

Where we are, honestly

Governed agents are the foundation. Several pieces are still in build.

Enterprise AI needs identity, event-driven execution, governed autonomy, evidence and measurable outcomes. Neocortex has the data model and the Trust Fabric gate today. Rows marked “Glean is stronger” or “Partly available” above are tracked build items, not roadmap promises.

Agent identity

Digital workers have an owner, purpose, autonomy level, risk tier and lifecycle status in the data model; management screens are in build.

Event-driven agents

Scheduled and manual runs work today; content-change, form and webhook triggers are in build.

Agent quality loop

Run evidence and decisions are captured; ratings, trace viewing and ROI reporting are in build.

Enterprise context

Combine Second Brain, Personas, organisation context and activity into reusable agent context.

Governed execution

Trust Fabric keeps tool access, approvals, spend and consequential actions under policy.

Open context

MCP, REST, webhooks and the App SDK keep the platform open instead of creating another AI silo.

Based on Glean’s public website and documentation, and third-party reports where Glean publishes nothing (pricing), as at October 2026. Vendors change their products and prices, so confirm current details with Glean. Glean is a trademark of Glean Technologies, Inc., which is not affiliated with Neocortex.

Platform, component by component

Each Glean component, and what does the same job in Neocortex.

Glean on the left, Neocortex on the right. The two overlap on search and the assistant, and diverge on governance, hosting and the business applications.

  1. Bring data in

    Connectors

    275+ out-of-the-box connectors, an Indexing SDK for custom data, OpenAPI actions and MCP servers. Permissions are inherited from each source.

    Integration fabric

    Partly available

    35 integrations in the register, plus 1,500+ apps through Composio for sign-in and actions, the App SDK, REST and webhooks, and MCP servers. Few connectors index content for search yet.

  2. Understand it

    Enterprise Graph and index

    Indexes and knowledge graphs across your data, mapping people, content and activity, updated as sources change.

    Second Brain

    Partly available

    Organisational memory with semantic and full-text retrieval, source provenance, freshness and knowledge boundaries. A relationship graph (Data Intelligence Graph) is roadmap.

  3. Remember

    Enterprise memory and Personal Graph

    Learned user preferences and organisation-wide lessons that guide planning.

    Second Brain and Personas

    Available

    Persistent organisational memory, and Personas that carry role, knowledge context, capabilities and autonomy for each digital worker.

  4. Find

    Enterprise Search

    Finds information across all connected apps, respecting source permissions.

    Unified search

    Partly available

    Hybrid keyword and semantic search across the platform, notes, files and synced sources. Per-source permission mirroring at query time is in build.

  5. Ask

    AI Assistant

    A personalised assistant that answers and does work using company context.

    Conductor

    Available

    The universal command interface: chat and voice, with the right Persona, tools and workflow chosen for the request.

  6. Automate

    Glean Agents

    No-code agent builder in natural language, with 100+ native actions in connected apps.

    Agent runtime and Parlay

    Partly available

    Bounded agents with a named owner, concurrent multi-agent work, workflows and scheduled jobs. A broader no-code agent builder is on the roadmap.

  7. Govern

    Glean Protect

    Enforces permissions on every request, adds data and AI governance, and monitors for unusual activity and harmful prompts.

    Trust Fabric

    Partly available

    Policy engine: identity, purpose, data class, risk tier, tool allow-lists and spend, then allow, verify, require approval, deny or quarantine. Runtime enforcement across every tool call is being completed.

  8. Choose models

    Glean Intelligence and Model Hub

    Matches tasks to models from OpenAI, Anthropic, Google, Amazon, Meta and more, for cost and quality.

    AI gateway

    Available

    Capability-aware routing across providers with budgets, limits and failover, or models running on-box inside your data centre.

  9. Build on it

    Open APIs and SDKs

    Search, Chat and Agents APIs, a UI-ready SDK and MCP support.

    Platform contracts and App SDK

    Available

    REST, MCP and signed webhooks, with manifest-based apps installed per organisation from the Marketplace.

  10. Run the business

    Your existing systems

    Glean sits on top of the business applications you already run and acts in them.

    Capability apps

    Available

    Quote to Revenue CRM & ERP, client portal, projects, time, agreements and invoicing as installable apps on the same platform.

  11. Prove it

    Audit logging

    Configurable audit logs of usage, exportable to a SIEM.

    Evidence and audit

    Available

    Agent runs, decisions, approvals, activity telemetry and an audit trail for consequential AI work.

  12. Deploy and operate

    Deployment models

    Multi-tenant cloud with configurable data residency, single-tenant cloud, or customer-hosted and on-premises.

    Hosting options and control plane

    Available

    Australian cloud, your own AWS, Azure or GCP tenancy, your data centre, or hybrid. A platform control plane for rollout and health is roadmap.

Feature comparison

Detailed, feature by feature.

Where Glean is ahead, such as certifications and connector breadth, it says so. Where something is not described in Glean’s public materials, it says “not described”, not “no”.

53

features compared

11

both do fully

19

Neocortex has it; Glean’s public materials don’t describe it

18

where Glean is ahead or certified

Available ships todayPartly available part shipsRoadmap direction only
Knowledge and searchFinding and understanding what the organisation knows.

Search across connected apps

GleanYes

Its core product, over 275+ connectors.

NeocortexPartly available

Second Brain and unified search over notes, files and synced sources; most connected apps are action-only, not indexed.

Permission-aware results

GleanYes

Inherits and enforces each source system’s permissions, reflected immediately.

NeocortexPartly available

Organisation, role and knowledge-boundary controls inside Neocortex. Mirroring source-system permissions is scoped per connector.

Index freshness

GleanYes

Updates as soon as data changes in the source.

NeocortexPartly available

Freshness and provenance tracked on every item; sync cadence depends on the connector.

Personalised context users can inspect

GleanYes

Users can view, edit and delete inferred personal graph details.

NeocortexPartly available

Persona and Second Brain context is explicit and inspectable; inferred preference controls are being expanded.

Knowledge graph of people, content and activity

GleanYes

Enterprise Graph and Personal Graph.

NeocortexPartly available

Second Brain, organisation context and activity signals are live; the full Data Intelligence Graph continues to expand.

Source provenance on answers

GleanNot described

Not described in the sources used for this comparison.

NeocortexAvailable

Every note and answer carries its source.

Learns from use

GleanYes

Enterprise memory captures preferences and lessons learned.

NeocortexPartly available

Persistent memory and Persona context today; adaptive learning is a direction, not a shipped feature.

Assistant and agentsGetting work done with AI, not just answers.

Conversational assistant

GleanYes

Glean Assistant.

NeocortexAvailable

Conductor, with chat and voice.

No-code agent builder

GleanYes

Natural-language and drag-and-drop Agent Builder.

NeocortexPartly available

Persona Builder and App Builder today; a broader agent builder is on the roadmap.

Native actions in business apps

GleanYes

100+ native actions in connected apps.

NeocortexAvailable

Actions through Composio (1,500+ apps) and MCP.

Multi-agent orchestration

GleanNot described

Not described in the sources used for this comparison.

NeocortexAvailable

Agent Parlay runs specialist agents concurrently.

Role-based digital workers (Personas)

GleanNot described

Not described in the sources used for this comparison.

NeocortexAvailable

Persona = role, knowledge, capabilities, autonomy and style.

Human approval steps

GleanYes

Human-in-the-loop checkpoints.

NeocortexAvailable

Trust Fabric can require approval before consequential actions.

Agent identity per digital worker

GleanYes

Dedicated governed agent identities and service credentials.

NeocortexPartly available

Identity records (owner, purpose, autonomy, risk tier, status) are in the data model; management screens and enforcement are in build.

Scheduled and event-driven agent triggers

GleanYes

Schedules plus content, form and external event triggers.

NeocortexPartly available

Scheduled (daily) and manual runs work today; content-change, form and webhook triggers are in build.

Agent feedback and outcome measurement

GleanYes

Agent Insights tracks adoption, errors, feedback and ROI.

NeocortexPartly available

Run history and decisions are recorded; ratings, trace viewing and ROI reporting are in build.

Unified enterprise intelligence control room

GleanNot described

Not described in the sources used for this comparison.

NeocortexAvailable

Enterprise Intelligence gives one operating view across context, agents, execution, governance, collaboration and model capacity.

Models and AI governanceWhich models run, where, and under what rules.

Multiple model providers

GleanYes

Model Hub with models from OpenAI, Anthropic, Google, Amazon and Meta.

NeocortexAvailable

OpenAI, Anthropic, Google, Azure OpenAI and more through one router.

Models on-box inside the customer’s data centre

GleanNot described

Not described in the sources used for this comparison.

NeocortexAvailable

Run models next to the data so no prompt leaves your network.

Budgets, limits and provider failover

GleanNot described

Not described in the sources used for this comparison.

NeocortexAvailable

Per-provider budgets, limits and automatic failover.

AI policy enforcement

GleanYes

Glean Protect: permissions on every request, governance and prompt monitoring.

NeocortexPartly available

Trust Fabric policy engine; complete runtime enforcement is in progress.

Evidence for consequential AI work

GleanYes

Audit logging of usage.

NeocortexAvailable

Agent runs, decisions and approvals recorded as evidence.

Business applicationsRunning the work, not only finding things.

Quote to Revenue CRM & ERP

GleanNot described

Not part of its documented platform.

NeocortexAvailable

Key installable app, suited to many businesses and professional services in particular.

White-label client portal

GleanNot described

Not part of its documented platform.

NeocortexAvailable

Branded portal for clients and partners.

Agreements, invoicing and accounting sync

GleanNot described

Not part of its documented platform.

NeocortexAvailable

Includes QuickBooks sync: pull-only, with manual, confirmed pushes.

Projects, tasks and Kanban

GleanNot described

Not part of its documented platform.

NeocortexAvailable

Tasks, calendar, projects and Kanban.

Time capture and timesheets

GleanNot described

Not part of its documented platform.

NeocortexAvailable

Time capture feeding quotes and invoices.

APIs and SDKs to build on

GleanYes

Search, Chat and Agents APIs, Indexing SDK and UI SDK.

NeocortexAvailable

REST, MCP, signed webhooks and the App SDK.

App marketplace

GleanNot described

Not described in the sources used for this comparison.

NeocortexAvailable

Install, configure and remove apps per organisation.

Enterprise architecture tooling

GleanNot described

Not part of its documented platform.

NeocortexPartly available

Enterprise Architect Expert and the architecture library; a fuller Architecture capability is planned.

Proactive operational attention

GleanYes

Glean positions proactive AI and automated workflows as part of its platform.

NeocortexPartly available

Enterprise Intelligence surfaces live agent failures and unverified identities as immediate attention signals; richer event intelligence remains in build.

Deployment, residency and ownershipWhere it runs and who controls it.

Managed multi-tenant cloud

GleanYes

Glean-hosted SaaS.

NeocortexAvailable

Managed cloud in Australia (a dedicated instance per customer).

Single-tenant dedicated instance

GleanYes

Single-tenant cloud with dedicated infrastructure.

NeocortexAvailable

Dedicated instance per customer, never pooled.

Customer-hosted or on-premises

GleanYes

Customer-hosted deployment, including on-premises with Dell.

NeocortexAvailable

Your data centre, with local models.

Your own AWS, Azure or Google Cloud tenancy

GleanYes

Customer-hosted in your cloud.

NeocortexAvailable

Standard container images into your tenancy.

Hybrid (app in cloud, data and models on-premises)

GleanNot described

Not described in the sources used for this comparison.

NeocortexAvailable

Private connectivity between cloud app and on-premises data and models.

Data residency

GleanYes

Configurable data residency.

NeocortexPartly available

Residency by hosting location, in Australia or any country. Policy-driven residency controls are roadmap.

Australian data sovereignty option

GleanNot described

Not described in the sources used for this comparison.

NeocortexAvailable

Run on infrastructure you control, in Australia.

Source-code escrow or source licence

GleanNot described

Not described in its public materials.

NeocortexAvailable

Subscribe with source in escrow, or license it outright.

Zero vendor lock-in

GleanNot described

Not described in the sources used for this comparison.

NeocortexAvailable

Standard Next.js and PostgreSQL; leave with your code and data.

Security, privacy and complianceCertifications, controls and Australian obligations.

SOC 2 Type II

GleanYes

Certified.

NeocortexNot certified

Not certified. No attestation is claimed.

ISO/IEC 27001

GleanYes

Certified.

NeocortexNot certified

Not certified. Architected against the control themes.

Encryption in transit and at rest

GleanYes

AES-256 at rest, TLS 1.2+ in transit.

NeocortexAvailable

Encryption in transit and at rest.

Single sign-on and provisioning

GleanYes

SSO and SCIM.

NeocortexPartly available

Identity-provider integration today; deeper enterprise identity such as SCIM is roadmap.

Audit logging

GleanYes

Configurable, exportable to a SIEM.

NeocortexPartly available

Domain audit trails and agent-run evidence; a platform-wide, exportable audit log is in build.

Customer-commissioned penetration testing

GleanNot described

Not described in the sources used for this comparison.

NeocortexAvailable

Welcomed and supported.

GDPR and HIPAA statements

GleanYes

States GDPR and HIPAA alignment.

NeocortexNot certified

Not claimed.

Australian Privacy Principles

GleanNot described

Not described in the sources used for this comparison.

NeocortexPartly available

Privacy-by-design controls you can map to the APPs. Compliance remains the customer’s responsibility.

ACSC Essential Eight and ISO themes

GleanNot described

Not described in the sources used for this comparison.

NeocortexPartly available

Controls you can map to them. No certification is claimed.

Commercials and deliveryHow you buy it and get it live.

Minimum seats

GleanPartly

Reported as 100 seats (third-party reports; Glean does not publish pricing).

NeocortexAvailable

One seat.

Published pricing

GleanNot described

Not published.

NeocortexPartly available

Per-user pricing after a guided trial; above 500 users is quoted as enterprise.

Delivery approach

GleanNot described

Not described in the sources used for this comparison.

NeocortexAvailable

Two-week discovery, then human-led delivery with AI doing the heavy lifting.

White-label the platform

GleanNot described

Not described in the sources used for this comparison.

NeocortexAvailable

Name, logo, colours, domain, documents and AI persona.

2026 capability programme

The benchmark is the whole operating model.

Neocortex is being benchmarked across context, search, expertise, agents, orchestration, proactive work, governance, model intelligence, collaboration, openness, business execution, deployment, security and measurable outcomes — not just chatbot quality.

Context

Enterprise Intelligence now gives one operating view across knowledge, activity, agents and systems.

AI workforce

Agents, Experts, Personas, skills, identities and schedules are managed as a single fleet.

Execution

Neocortex operates the work itself: CRM/ERP, quotes, agreements, projects, time, invoices and client portals.

Governance

Risk, autonomy, identity, approvals and agent evidence are first-class controls.

Collaboration

Shared AI workspaces keep people, AI contributions, artefacts, versions and approvals together.

Ownership

Open MCP/API/App SDK plus customer-controlled hosting and source/data ownership keep the platform portable.

This is a product benchmark, not a claim of universal superiority. Glean currently has greater indexed connector breadth and formal security/compliance certifications; Neocortex differentiates through the breadth of the operating system around AI, customer control, open interfaces and business execution.

Capability uplift

What Neocortex takes from the comparison.

Glean has helped define the enterprise-context category. The comparison is most useful when it exposes the capabilities an AI operating layer must make first-class: context, agent lifecycle, collaboration, governance and measurable execution.

Enterprise context

Connect organisational knowledge, people, decisions and systems into a reusable context layer rather than treating every agent as a separate knowledge island.

Agent lifecycle

Build toward reusable agents with explicit identity, tools, permissions, routing, testing, observability and retirement controls.

Collaborative work

Make AI work a shared activity around projects and outcomes, not just a private chat transcript.

Proactive operations

Surface what needs attention, why it matters and what action is safe to take next.

Governance + telemetry

Bring permissions, policy, audit, cost, failures and outcomes into the same operating view.

Open context

Use MCP and APIs so governed enterprise context can travel to the AI front doors teams already choose.

Neocortex solution design

The platform in C4 diagrams (context, containers, the AI Brain core and deployment options) is on the Architecture page.

View the C4 diagrams

Glean may suit you if

  • Your main problem is finding information scattered across hundreds of SaaS apps.
  • You need content from hundreds of apps indexed for search from day one.
  • You are happy to keep your business processes in the systems you already run.

Neocortex may suit you if

  • You want governed AI inside the work itself, with Quote to Revenue CRM & ERP for quotes, agreements, invoices, projects and client portals. It suits many businesses, and professional services in particular.
  • You need to own the data and hold the source code, with hosting in Australia or your own cloud.
  • You want to start small: Neocortex has a one-seat minimum, so a team of five can use it as readily as a company of five thousand.
  • You want to retire several licences, not add another one.
They are not mutually exclusive. An organisation can keep a broad search layer over its SaaS estate and still run quote to revenue, agreements and client work on Neocortex. The discovery phase is where we work out which of these you actually need.

Sources