KORTEX
Survey Problem Product Market Team Vision Contact
Organizational Intelligence · Early Access

Every company has a brain.Most can't access it.

KORTEX connects your people, knowledge, workflows, and decisions into a living intelligence layer, so your team moves faster, smarter, and without losing what they know.

Help shape KORTEX → Take our 5-min Customer Discovery Survey

0
% work time lost searching
0
K$ lost per employee/year
0
avg tools for knowledge
Day 1
knowledge loss begins

Companies are drowning
in their own knowledge

As teams scale, information fragments. The people who know things leave. The tools multiply. And the company gets slower, not smarter.

Knowledge is scattered
Decisions live in Slack. Processes in Notion. Customer context in HubSpot. Code in GitHub. No one knows where anything is - or if it's still true.
6+
tools per team
Knowledge walks out
When a senior employee leaves, they take years of context with them. Onboarding costs spike. Teams re-solve problems already solved. History repeats.
$200K
avg cost per departure
Same questions forever
"Who owns this?" "What did we decide?" "How does this work?" Leaders spend 40% of their time answering questions that already have answers.
40%
of leadership time

Experiencing these problems? Help us build the solution — Take our 5-min survey →

Four layers.
One intelligence.

01
Connect
Plug in your tools in minutes. Notion, Slack, Gmail, Jira, HubSpot, Salesforce. KORTEX syncs automatically every hour.
02
Understand
AI maps relationships between people, projects, systems, and decisions - building a living graph of your organization.
03
Answer
Anyone can ask any question in natural language or voice, and get an instant, accurate answer from your actual knowledge.
04
Act
AI agents don't just answer - they execute. Onboard hires. Process refunds. Reconcile invoices. Escalate support tickets.

Ask your company anything.

KORTEX searches across every connected source and answers like your most informed colleague, not a search engine.

KORTEX · Ask anything
TK
Why did we migrate our vector database from Pinecone to pgvector, and who made that call?
K
The migration was driven by cost and latency - Pinecone billing hit $4.2K/mo at our query volume, and self-hosted pgvector cut p95 query latency by ~30% once colocated with the primary DB. Decision was made by Rohan Mehta (Infra Lead) after a two-week spike, approved in the Apr 22 architecture review. Migration shipped across 3 PRs with zero downtime using a dual-write cutover.

Want me to pull the architecture review doc or the migration PRs?
GitHub - Migration PRs #501–503Notion - Architecture Review: Vector DBSlack - #eng-architecture
TK
How did we fix the payment gateway timeout issue we had a few months ago?
K
The timeout was traced to a connection pool limit in the Stripe webhook handler - fixed in PR #482 by increasing the pool size and adding retry logic with exponential backoff. It shipped on Apr 9 after being flagged in a Sentry incident thread. Root cause and fix are documented in the postmortem, with the original discussion in #eng-incidents.

Want me to pull the postmortem doc or the PR diff?
GitHub - PR #482Notion - Postmortem: Payment TimeoutSlack - #eng-incidents
Notion
Slack
Gmail
Jira
HubSpot
Salesforce
GitHub
Google Sheets
+50 more

Built for how companies
actually operate

Living Company Brain
An interactive graph of your entire organization - people, projects, systems, decisions, workflows - all connected and explorable. Click any node. Trace any relationship.
D3.js graphReal-timeInteractive
Semantic Search
Not keyword search. Meaning-based search across every connected source. Ask a question the way you'd ask a colleague. KORTEX understands what you mean.
pgvector384-dim embeddingsSub-second
Voice Commands
Hold to record. Release to get an answer. Whisper transcription feeds directly into the knowledge search, hands-free access to everything your company knows.
WhisperAny device
Document Intelligence
Upload any document: PDF, Word, Excel, image, CSV. KORTEX extracts, understands, and ingests it into your knowledge base in seconds, with instant AI analysis.
PDFDOCXXLSXOCR
AI Workforce
Agents that don't just answer - they act. Deploy AI workers that process refunds, onboard new hires, reconcile invoices, and escalate support tickets. Each agent has memory, confidence scoring, and a full audit trail. Humans stay in control with configurable approval gates.
Groq LLaMA 3.3 70BCelery workersAudit trailHuman-in-loop

A large market, at an
inflection point

The knowledge management market is being completely redefined by AI. Legacy tools (wikis, intranets, search) can't compete with intelligence.

Total Addressable Market
$89B
Knowledge Management & Enterprise Search Market by 2030
Grand View Research, 2024
Serviceable Addressable
$24B
AI-powered knowledge management, enterprise search, and workflow intelligence
MarketsandMarkets, 2024
Serviceable Obtainable
$2.4B
Mid-market companies (50–500 employees) across MENA, EU, and North America
KORTEX Internal Analysis

Built in weeks.
Still in development.

6
Integrations built
(Notion, Slack, Gmail, Jira, HubSpot, Salesforce)
3
AI agents built
functional in dev environment
<1s
Query response time
measured in local testing
$0
Inference cost
(Groq free tier + local embeddings)

Builders who understand
the problem firsthand

TK
Tanmay Kumar
Founder & CEO
Full-stack builder with deep focus on AI infrastructure, distributed systems, and enterprise product design. Building KORTEX from first principles.
?
CTO · Open
Engineering Lead
Looking for a strong engineering co-founder with experience in ML infrastructure, distributed systems, or enterprise SaaS.
?
GTM Lead · Open
Sales & Partnerships
Seeking a GTM co-founder with enterprise SaaS experience. Background in HR tech, knowledge management, or AI tooling ideal.
"Every company, regardless of size, should operate with the institutional memory, process intelligence, and decision clarity of a Fortune 500, without the bureaucracy."

- Tanmay Kumar, Founder & CEO

Ready to see KORTEX
in action?

Schedule a call directly with Tanmay Kumar, Founder of KORTEX. Whether you are an investor, potential customer, or strategic partner. We want to hear from you.

Investor Call
30 minutes · Product overview + investment ask
Product Demo
45 minutes · Live walkthrough of the platform
Partnership
30 minutes · Strategic collaboration discussion

Dubai, UAE (GST, UTC+4) · All meetings confirmed within 24 hours

Interested in seeing
KORTEX in action?

We're working with a small group of early design partners.
Investors, reach out directly.

Based in Dubai, UAE · Building globally · founder@kortexco.com

Seed Round · Raising Now · Dubai, UAE

The Company Brain
Investor Overview

KORTEX is building the intelligence layer that sits beneath every team, every workflow, every decision, making institutional knowledge accessible, actionable, and alive.

$89B
TAM by 2030
19.4%
Market CAGR
4.7M
Target Companies
$500K–$2M
Seed Raise

Companies are drowning
in their own knowledge

Knowledge fragmentation is a $31K-per-employee annual tax. When people leave, institutional memory walks out the door. The same questions get answered thousands of times.

Knowledge is scattered
Decisions in Slack. Processes in Notion. Customer data in HubSpot. Tickets in Jira. No unified view exists.
47%
of work time lost searching
Institutional amnesia
When senior employees leave, years of context vanish. Onboarding costs spike. Problems get re-solved.
$200K
avg cost per departure
Repeated questions
"Who owns this?" "What did we decide?" Leaders spend 40% of their time answering questions with existing answers.
40%
of leadership time

Experiencing these problems? Help us build the solution — Take our 5-min survey →

Four layers.
One intelligence.

01
Connect
Auto-sync from Notion, Slack, Gmail, Jira, HubSpot, Salesforce every hour. Zero manual work.
02
Understand
AI maps relationships between people, projects, systems, decisions, building a living knowledge graph.
03
Answer
Natural language queries across all sources. Instant, accurate answers with source citations.
04
Act
AI agents execute workflows: onboard hires, process refunds, reconcile invoices, escalate tickets.

Built different.
From the ground up.

CapabilityKORTEXNotion AIGleanConfluenceSharePoint
Unified knowledge graph✓ Native✓ Partial
Cross-tool semantic search✓ Real-timeNotion onlyAtlassian onlyMicrosoft only
AI agent execution✓ Built-in
Voice interface✓ Whisper
Document intelligence (OCR)✓ All formatsLimitedLimited
Human-in-loop approval✓ Configurable
Self-hosted option✓ Enterprise
Open-source core✓ Planned

A massive market at
an AI inflection point

Total Addressable Market
$89B
Global knowledge management, enterprise search, and workflow intelligence market by 2030. Growing at 19.4% CAGR.
Serviceable Addressable Market
$24B
AI-powered knowledge management, semantic search, and intelligent workflow automation across all verticals.
Serviceable Obtainable Market
$2.4B
Mid-market companies (50–500 employees) in MENA, EU, and North America. Our initial beachhead.

Four revenue streams.
All recurring.

Per-Employee SaaS

Monthly subscription based on team size. Tiered pricing from Starter ($15/user) to Enterprise ($45/user) with unlimited knowledge sources.

Target: 60% of ARR

Enterprise Deployment

Self-hosted or VPC deployments for regulated industries. Annual contracts with dedicated support and custom integrations.

Target: 25% of ARR

AI Agent Usage

Pay-per-execution model for autonomous agents. Processing refunds, onboarding, invoice reconciliation - priced per action.

Target: 10% of ARR

Intelligence Analytics

Advanced reporting on knowledge gaps, decision velocity, team connectivity. Premium insights for leadership teams.

Target: 5% of ARR

Built in weeks.
Still in development.

6
Integrations built
Notion, Slack, Gmail, Jira, HubSpot, Salesforce
3
AI agents built
Functional in dev environment, not yet in production
<1s
Query response time
Measured in local testing via pgvector
$0
Inference cost
Groq free tier + local embeddings

From MVP to global
intelligence layer

2026
MVP Launch
Core platform live. 6 integrations. First 10 design partners. Seed round closed.
2027
Enterprise Ready
Self-hosted option. SOC 2 Type II. 50+ enterprise customers. Series A raise.
2028
Global Scale
EU & North America launch. 500+ customers. AI agent marketplace live.
2029
Platform OS
Third-party agent ecosystem. Open-source core. $50M ARR target.
2030
Category Leader
The intelligence layer beneath every company. IPO or strategic exit.

Five forces converging
at exactly this moment

AI capability threshold crossed

LLMs and embedding models are now powerful enough to understand organizational context at scale - for the first time ever.

Knowledge crisis at breaking point

Remote work fragmented teams further. The average company uses 6+ knowledge tools with zero connectivity between them.

Infrastructure costs collapsed

Vector databases (pgvector), inference APIs (Groq), and embedding models are now production-ready and near-zero cost.

Competitive landscape is open

No incumbent owns this space. Notion, Glean, and Confluence are bolt-on AI. KORTEX is AI-native from day one.

Global workforce digitization

300M+ knowledge workers worldwide need intelligent tools. MENA and emerging markets are leapfrogging legacy systems.

Network effects favor early movers

More connected sources = better answers = more users = more sources. The flywheel compounds from day one.

Builders who understand
the problem firsthand

TK
Tanmay Kumar
Founder & CEO
Full-stack builder with deep focus on AI infrastructure, distributed systems, and enterprise product design. Building KORTEX from first principles. Understands the knowledge problem from the inside.
?
CTO · Open
Engineering Lead
Looking for a strong engineering co-founder with experience in ML infrastructure, distributed systems, or enterprise SaaS. Reach out.
?
GTM Lead · Open
Sales & Partnerships
Seeking a GTM co-founder with enterprise SaaS experience. Background in HR tech, knowledge management, or AI tooling ideal.

Join us in building the
future of work intelligence

Round Details

Funding StageSeed
Capital Sought$500K – $2M
InstrumentSAFE / Equity
GeographyMENA First
Revenue ModelB2B SaaS
Target ARR (Y3)$5M+

Use of Funds

Engineering team - AI/ML, full-stack, infrastructure45%
Product design, UX research, and brand15%
Go-to-market: MENA launch and partnerships20%
Enterprise pilot program and SOC 2 compliance12%
Legal, compliance, and operational runway8%
The intelligence layer
for every company.

Schedule a call. Request the deck. Or just say hello.
We respond to every serious inquiry within 24 hours.

Based in Dubai, UAE · Building globally · founder@kortexco.com

Interested in KORTEX?
Schedule a 20-minute call with the founder - no commitment required.