Klaudija connects the two: your platforms, customer identities, plans, conversations, and company expertise, managed from one place.
See it in motionFollow Maya from sign-in to a finished PDF. See what she sees—and what Klaudija connects along the way.
Maya signs in to her company’s platform. The experience belongs to you, from the very first click.
Your work. In one place.
Your interface. Klaudija behind it.
Interactive illustration with fictional people, data and usage. Portal access depends on configured tools and company permissions.
Maya signs in to her company’s platform. The experience belongs to you, from the very first click.
Your backend connects Maya’s login to her Klaudija identity. Her company, account and permissions come with it.
Her saved memory brings back the useful details: the project, her preferences, and where she left off.
Her previous conversations load into your interface. Maya returns to the brand launch she was already working on.
Klaudija checks recorded monthly usage and the remaining allowance for her account, across conversations.
Maya gets the agent assigned to her, with the research playbook and PDF template her company has prepared.
Maya asks for trademark research. Klaudija keeps the conversation moving and hands the task to a managed agent.
Claude runs the managed agent with the conversation, user memory, company skills and configured tools it needs.
With an approved connection, the agent signs in to the company’s research portal, gathers information and organizes its sources.
The agent creates a PDF from the company template. Klaudija returns the result to Maya’s conversation, ready to download.
Recorded usage updates on the same account. The conversation and useful context are ready for Maya’s next question.
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 needs | Claude Platform provides | Klaudija adds |
|---|---|---|
| Monthly budgets per customer | A 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 conversations | Stateful 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 platforms | Workspaces, 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 customer | Persistent 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 terms | Usage 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 operation | Agent 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.
Configure the specialists your business needs, then give them a clear way to work together.
Define instructions, models, skills, environments, and agent versions for a specific role.
Connect a coordinator with specialist subagents and configure their models and tools.
Keep everyday interactions moving with direct chat, delegating complex work to managed agents.
Equip agents with configured MCP connections, web access, file tools, and scoped credentials.
Request a critique or adapted system prompt, inspect the proposal, and save a reviewed agent version.
Version agent configurations, inspect dependencies, and maintain an operational change history.
See the users and platforms that use an agent, and inspect the requirements of its attached MODs.
Choose enabled shell, file, and web tools, and retain configured MCP tools and permission policies.
Build on the knowledge that makes your company yours. Keep it maintainable, reusable, and attached to the right work.
Package instructions, reference material, templates, and executable resources as reusable MODs.
Edit assets, inspect previous versions, compare changes, and restore a prior skill version.
Bring ZIP or .skill bundles authored in Claude or Codex, then review their tools, paths, and runtime assumptions.
Check compatibility, preview AI conversion across supporting text files, and inspect diffs before publishing.
Inspect bundled files, update individual assets, and publish a new version without rebuilding your expertise.
Find likely embedded secrets and review a proposal to replace them with named Vault-backed references.
Review agents and custom MODs together, with version-specific compatible, warning, and blocked findings.
Carry useful context between conversations with user-associated memory stores.
Browse stores and file metadata, inspect and edit useful context, and remove obsolete memory files.
Keep skill files and generated documents in platform storage alongside provider references.
Operate across platforms and clients with spending visibility, user plans, and permissions designed into the workflow.
Manage tenant platforms, allowed origins, dedicated agents, and tenant-scoped administration.
Connect external identities to canonical users, including shared team budget identities.
Assign allowances, billing periods, plan overrides, and additional credits to the right account.
Inspect model usage, token categories, spend attribution, and configured rate cards.
Configure pre-turn rollover thresholds for model requests, elapsed time, and recorded cost while preserving logical history.
Assign owner, admin, AI manager, platform manager, platform viewer, or tester access.
Keep agent secrets in scoped Vault credentials with host restrictions.
Review administrative changes, job events, audit records, and errors from one console.
Run the work your product promises, with a durable trail from the initial message to the final document.
Submit work, receive a job ID, and follow completion without a long-held client request.
Keep pending messages in a durable queue while a turn runs, with client-driven dispatch when ready.
Deliver job and session events to the interface through Supabase Realtime.
Attach supported files and retrieve generated deliverables, including an archive when the agent produced one.
Resume conversations, cancel active work, and inspect archived history.
Recover event history and reconcile stalled work with operator-visible recovery actions.
Record packages, network hosts, and named secrets for a MOD, then prepare the configured environment.
Inspect operation reliability, timing percentiles, slow turns, errors, and recovery incidence.
Analyze recorded costs across users, sources, models, and sessions, then export usage as CSV.
Test up to four parallel chat panes with conversation, tool, and internal event views.
Bring natural voice into the experience, and give your people a place to rehearse real conversations.
Talk to Klaudija and keep the conversation connected to your business context.
Create public briefs, private personas, goals, and evaluation guidance for each training exercise.
Shape anxiety, scepticism, mood, talkativeness, literacy, cost sensitivity, and difficulty.
Configure how the persona sounds and the pace of the interaction.
Review category scores, strengths, improvement areas, and moments worth discussing.
Revisit a conversation and repeat a scenario with the same settings.
Keep ownership of your customer experience while Klaudija handles the intelligence behind it.
Authenticate customer-facing calls with scoped end-user tokens.
Provision identities and manage platform users from your trusted backend.
Integrate job submission, status polling, result download, and user usage endpoints.
Manage skills, agents, sessions, platforms, users, and settings programmatically.
Start with request examples, authentication guidance, response shapes, and error handling.
Use Claude’s managed execution through Klaudija’s platform, identity, and operational layer.
Models provide intelligence. Your workflows, knowledge, customer relationships, and operating rules make it valuable. Klaudija gives those assets a home.
Your people. Your knowledge. Your rules.
Meet the AI that brings them together.
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