SMART MIDDLEWARE FOR YOUR AI PRODUCTS

Claude runs the agents.
You run the business.

Klaudija connects the two: your platforms, customer identities, plans, conversations, and company expertise, managed from one place.

Under the hood
THE BUSINESS LAYER ABOVE THE API

Why use Claude
with Klaudija?

Claude provides the AI runtime. Klaudija adds the product-level identity, ownership, spending, and operating workflows around it. Here is how they fit together.

Your product needsClaude Platform providesKlaudija adds
Monthly budgets per customerA cost budget for each Managed Agents session.Session budgets A monthly allowance per business user or team across their conversations, with billing dates, plan overrides, extra credits, and a customer-facing usage API.
User-owned conversationsStateful sessions, persisted events, and session lifecycle APIs.Session operations Map your authenticated business identity to its sessions. Apply ownership checks to job status, results, cancellation, files, and history.
Several customer-facing platformsWorkspaces, API keys, members, and workspace permissions.Workspaces A product-level platform catalogue, origin resolution, backend user provisioning, default agents, user overrides, and platform-scoped operator roles.
Context that follows the customerPersistent memory stores that applications can attach to sessions.Agent memory Provision and reuse memory by business identity, provide operator curation, and retain logical conversation history across session rollover.
Cost visibility in business termsUsage and cost reporting by dimensions such as workspace, API key, and model.Usage and Cost API Attribute recorded usage to your users, platform sources, jobs, and sessions. Inspect plan state, credits, and usage exports in one operator workflow.
Company expertise in daily operationAgent configurations, tools, skills, and managed execution.Managed Agents Import desktop bundles, review compatibility, preview AI-assisted conversion, maintain versioned assets, and assign agents to the clients who need them.

Claude also offers per-user monthly limits in its Claude Code workspace. Klaudija’s plans and allowances apply to the business identities in your own products. Its budget checks use recorded usage; see how allowances work.

Comparison reviewed 5 September 2026 against the linked Claude documentation and Klaudija source. Klaudija implements application-level controls; provider workspace isolation and your product’s entitlement design remain separate configuration decisions.

Bring Klaudija into your product
01 / AGENTS

An intelligent team, built around your work.

Configure the specialists your business needs, then give them a clear way to work together.

Dedicated agents

Define instructions, models, skills, environments, and agent versions for a specific role.

Multi-agent coordination

Connect a coordinator with specialist subagents and configure their models and tools.

Direct conversation

Keep everyday interactions moving with direct chat, delegating complex work to managed agents.

Tools & connected systems

Equip agents with configured MCP connections, web access, file tools, and scoped credentials.

AI agent review

Request a critique or adapted system prompt, inspect the proposal, and save a reviewed agent version.

Controlled publishing

Version agent configurations, inspect dependencies, and maintain an operational change history.

Assignment visibility

See the users and platforms that use an agent, and inspect the requirements of its attached MODs.

Tool policies

Choose enabled shell, file, and web tools, and retain configured MCP tools and permission policies.

02 / KNOWLEDGE

Your expertise becomes a working asset.

Build on the knowledge that makes your company yours. Keep it maintainable, reusable, and attached to the right work.

Private skill bundles

Package instructions, reference material, templates, and executable resources as reusable MODs.

Versioned knowledge

Edit assets, inspect previous versions, compare changes, and restore a prior skill version.

Import desktop skills

Bring ZIP or .skill bundles authored in Claude or Codex, then review their tools, paths, and runtime assumptions.

AI-assisted skill review

Check compatibility, preview AI conversion across supporting text files, and inspect diffs before publishing.

Templates, scripts & assets

Inspect bundled files, update individual assets, and publish a new version without rebuilding your expertise.

Credential review

Find likely embedded secrets and review a proposal to replace them with named Vault-backed references.

Fleet compatibility review

Review agents and custom MODs together, with version-specific compatible, warning, and blocked findings.

Persistent user memory

Carry useful context between conversations with user-associated memory stores.

Memory curation

Browse stores and file metadata, inspect and edit useful context, and remove obsolete memory files.

Durable assets

Keep skill files and generated documents in platform storage alongside provider references.

03 / CONTROL

Your rules have a place to live.

Operate across platforms and clients with spending visibility, user plans, and permissions designed into the workflow.

Platform management

Manage tenant platforms, allowed origins, dedicated agents, and tenant-scoped administration.

Identity mapping

Connect external identities to canonical users, including shared team budget identities.

Plans & credits

Assign allowances, billing periods, plan overrides, and additional credits to the right account.

Usage & cost visibility

Inspect model usage, token categories, spend attribution, and configured rate cards.

Session lifecycle controls

Configure pre-turn rollover thresholds for model requests, elapsed time, and recorded cost while preserving logical history.

Scoped permissions

Assign owner, admin, AI manager, platform manager, platform viewer, or tester access.

Credential management

Keep agent secrets in scoped Vault credentials with host restrictions.

Operational traceability

Review administrative changes, job events, audit records, and errors from one console.

04 / EXECUTION

From request to a result you can use.

Run the work your product promises, with a durable trail from the initial message to the final document.

Asynchronous jobs

Submit work, receive a job ID, and follow completion without a long-held client request.

Queued follow-ups

Keep pending messages in a durable queue while a turn runs, with client-driven dispatch when ready.

Live progress

Deliver job and session events to the interface through Supabase Realtime.

Documents in, deliverables out

Attach supported files and retrieve generated deliverables, including an archive when the agent produced one.

Session continuity

Resume conversations, cancel active work, and inspect archived history.

Recovery & reconciliation

Recover event history and reconcile stalled work with operator-visible recovery actions.

Declared runtime requirements

Record packages, network hosts, and named secrets for a MOD, then prepare the configured environment.

Health & latency telemetry

Inspect operation reliability, timing percentiles, slow turns, errors, and recovery incidence.

Spending exports

Analyze recorded costs across users, sources, models, and sessions, then export usage as CSV.

Operator playground

Test up to four parallel chat panes with conversation, tool, and internal event views.

05 / VOICE

Speak. Practice. Get better.

Bring natural voice into the experience, and give your people a place to rehearse real conversations.

Voice conversations

Talk to Klaudija and keep the conversation connected to your business context.

Configurable scenarios

Create public briefs, private personas, goals, and evaluation guidance for each training exercise.

Personality & difficulty

Shape anxiety, scepticism, mood, talkativeness, literacy, cost sensitivity, and difficulty.

Voice & pacing

Configure how the persona sounds and the pace of the interaction.

Coaching reports

Review category scores, strengths, improvement areas, and moments worth discussing.

Transcripts & replayable practice

Revisit a conversation and repeat a scenario with the same settings.

06 / DEVELOPER

Built to fit into your product.

Keep ownership of your customer experience while Klaudija handles the intelligence behind it.

JWT-based user access

Authenticate customer-facing calls with scoped end-user tokens.

Server-side platform keys

Provision identities and manage platform users from your trusted backend.

Async API & file delivery

Integrate job submission, status polling, result download, and user usage endpoints.

Operator APIs

Manage skills, agents, sessions, platforms, users, and settings programmatically.

Integration documentation

Start with request examples, authentication guidance, response shapes, and error handling.

Claude-powered agents

Use Claude’s managed execution through Klaudija’s platform, identity, and operational layer.

A PLATFORM WITH A POINT OF VIEW

Your business context
is the real advantage.

Models provide intelligence. Your workflows, knowledge, customer relationships, and operating rules make it valuable. Klaudija gives those assets a home.

YOUR NEXT CHAPTER

Give your business
a mind of its own.

Your people. Your knowledge. Your rules.
Meet the AI that brings them together.

Build with Klaudija