Niki vs. Langdock
Pick Niki when you want to watch the agents work, keep deployment in your hands, and bring local context along—without turning it into a company-wide crusade.
Niki workspaceVisible Agent TeamAgent Team
Launch comparison brief
- RSResearch specialistGather public source material Done
- PAProduct analystCompare the workflows Working
- LWLaunch writerSummarize key differences Waiting
Here is the actual difference
Focused teams that want control now, not a six-month platform rollout.
| Capability | Niki | Langdock |
|---|---|---|
| How the agents work | A visible Agent Team with assignments, progress, sources, tools, and output in one view. | Agents and workflows inside a broader enterprise AI platform. |
| Where it runs | Designed for customer-controlled infrastructure and selected OpenAI-compatible endpoints. | EU SaaS plus single-tenant, customer-cloud, and on-premises options on enterprise terms. |
| What it can reach | Local files, NFS shares, private storage, and captured websites can be first-class context. | A broad cloud integration catalog built for enterprise rollout. |
| Getting it approved | A more focused product with a smaller-team sovereignty opportunity. | Stronger public procurement evidence, certifications, administration, and references. |
| Who feels at home | Operations, research, and IT teams that want direct control and clear execution. | Organizations standardizing an AI platform across a large workforce. |
Where Niki does its own thing
Niki is for teams that want to see the work, steer the work, and know what went into the answer. Radical, we know.
1. The team does not disappear into a chat
See every assignment, who has it, which tools are in play, and what comes out the other end.
2. Your infrastructure, your rules
Run Niki inside the security, network, storage, and model boundaries you already trust.
3. Local actually means local
Bring local files and network shares into the work from the start, not as a footnote.
4. Start with the team that needs it
Put agents to work without launching a company-wide transformation opera.
Niki might be your thing if...
You want the work out in the open and the important decisions still in your hands.
- Your team wants to see the work, not just the final flourish.
- You want Niki running on infrastructure you control.
- Local files and NFS are part of the job, not an edge case.
- You want useful results without forming a rollout committee.
Give the agents something useful to do
Bring the brief, the sources, and the tools. Niki keeps the whole crew—and every task—in view.