Use Cases

Making enterprise data traversable by agents.

Every company runs on hundreds of systems. The data is there. The relationships are there. The problem is that no system treats them as first-class objects. Evokoa does.

01AI InfrastructureAgentic memoryTeams building agents that need to remember and reason
Product question

What does this agent already know about this entity?

The bottleneck

Agents forget between sessions. Vector stores retrieve semantically similar text but lose the structural relationships between customers, orders, conversations, and actions that define real context.

What Evokoa does

Evokoa gives agents a persistent, traversable memory of how every entity in the system connects, so they can recall context instantly without re-ingesting.

02AI ApplicationsAgentic product workflowsFounders and developers building agents on Postgres
Product question

What should this agent know before it acts?

The bottleneck

Making enterprise data available to AI means months of pipeline work, a second database, and an ETL team. Most companies never start. The ones that do spend more time maintaining the pipes than building the product.

What Evokoa does

Evokoa makes the data traversable where it already lives. The agent sees the full chain of relationships before it acts, with no data movement.

03Financial ServicesReal-time fraud detectionFintech teams, marketplaces, payment products
Product question

Is this transaction connected to a risky pattern?

The bottleneck

Fraud rings hide across many hops: devices, cards, accounts, addresses, merchants, and prior events. No system treats these relationships as first-class objects. Recursive joins collapse at checkout speed.

What Evokoa does

Evokoa traverses the relationship graph while the transaction is still live. Products can block, step up, or approve with structural context, not just row-level rules.

04Internal ToolsSupport and operations copilotsTeams building support, success, and operations tools
Product question

What context explains this customer issue?

The bottleneck

Customers connect to tickets. Tickets connect to invoices. Invoices connect to approvals. The copilot needs to traverse this chain in milliseconds. Flattening it into a prompt is not enough.

What Evokoa does

Evokoa returns the connected context behind the customer so copilots can explain what happened and surface the right action. No pipeline. No second database.

05SecurityPermission-aware applicationsSaaS teams with complex account models
Product question

Can this user see or change this record?

The bottleneck

Permissions are relationships across teams, roles, resources, customers, workspaces, regions, and delegated access. No single column captures this. The graph is the missing primitive.

What Evokoa does

Evokoa resolves multi-hop access paths quickly while Postgres remains the authority for the underlying records.

06InfrastructureDependency and blast radiusDeveloper platforms, logistics systems, infra teams
Product question

What breaks if this node changes?

The bottleneck

Modern systems depend on chains of services, suppliers, records, owners, and workflows. Batch reports are stale the moment they are generated. You need live traversal.

What Evokoa does

Evokoa provides a live relationship map for impact analysis, dependency checks, and automated recovery workflows. The map stays in memory. The data stays in Postgres.

Get Started

Every company will be AI-native within a decade.

Point Evokoa at your existing database. We build the relationship graph in memory. Your agents traverse it in milliseconds. Your data never moves.

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