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The split-lane model

Split lane, one stack.

Every layer is owned by whoever is best placed to run it. Yonoo is the orchestration layer for more accurate enterprise decisions, reducing the cost of bad ones. Rather than adding another standalone AI interface, it is designed to be embedded into secure enterprise environments and the tools people already use. That only works if the layer beneath it is run by a specialist, under a clear boundary.

Who owns what.

The boundary is deliberate. It is what keeps the orchestration logic ours and the infrastructure replaceable.

Yonoo · the orchestration layer

Understands the job. Chooses the route. Stands behind the answer.

Yonoo owns intent classification, model and agent routing, multi-step workflow orchestration, output combination and the product direction. This is the part that does not get handed to anyone.

Running today
  • Intent routing across a model fleetThe question is classified, then sent to a suitable engine rather than a single default model.
  • A panel across several modelsUp to three engines answer the same question in parallel and the outputs are combined into one response.
  • Multi-step agent runsA plan of sequential steps, where each step is given the results of the ones before it, then a closing synthesis.
  • Document and test-file ingestionPDF, Word, Excel and plain text, including OCR for scanned documents.
  • EU-sovereign model optionA deployment can be run on the EU-hosted portion of the fleet.
Infrastructure partner · the secure environment

Runs the environment the orchestration layer is trusted to sit in.

The infrastructure partner owns the secure environment: German cloud, EU residency, connectivity to enterprise systems and the private deployment environment. Yonoo does not operate this layer and does not claim it.

Available to a configured deployment
  • German cloud and EU residencyAn infrastructure footprint that stays inside the EU for the workloads placed on it.
  • Secure enterprise environmentThe controlled estate in which a customer deployment is operated.
  • Connectivity to internal systemsConnector and MCP interfaces toward documents, drives, databases and test data.
  • Masking and preparationGoverned handling of permitted enterprise information before it reaches a model.
Exchangeable by design. Yonoo keeps the customer relationship, the orchestration logic and normalised data interfaces, so the layer below stays replaceable. An enterprise with its own landing zone, a different sovereign host or a mandated cloud can be served on that infrastructure instead. Every deployment should contractually require exportability and practical replacement rights — including from us.
Established in sequence

Each capability is built once,
by its owner.

An orchestration platform of this kind is not shipped in one release, and no single company builds all of it. The order below is the cooperation model: each layer is established individually by the party that owns it, and nothing is presented as running before it runs. Items marked as running today appear in the table above; everything on this list is still ahead of us.

01

Source-anchored traceability

Every conclusion linked to the exact passage, page and document version it came from, not a summary that sounds sourced.

Yonoo
02

Validation across models

Agreement and disagreement between engines detected programmatically and shown, so a confident answer and a contested one do not look the same.

Yonoo
03

Requirements review

Reads a specification set and returns what is missing, unclear or in conflict, with the source for each finding.

Yonoo
04

Connected enterprise sources

MCP connectivity from the secure environment to documents, engineering databases, models and test data.

Infrastructure partner
05

Private and on-premise deployment

The customer estate in which the orchestration layer runs without information leaving the boundary.

Infrastructure partner
06

Enterprise access and audit

Single sign-on, role-based access and an audit trail of what was asked, routed and returned.

Yonoo with infrastructure partner
07

Domain workflows

Discipline-specific work such as system modelling, test-data analysis, safety and cybersecurity review, defined with engineering domain partners.

Domain partners
08

Constraint-based evaluation

Concepts developed and compared inside real limits: space, weight, cost, materials, safety and regulation.

Specialist partners
09

Quality assurance pass

An independent review of the platform's own output for completeness, consistency and technical quality before it reaches an engineer.

Yonoo
The operating field / three layers

Data. Integration. Orchestration.

Yonoo is the primary product: a provider-independent control plane between the enterprise and a changing AI fleet.

01 / DATA

Make the estate legible.

Governed artefacts, permissions and lineage make fragmented knowledge usable without moving it out of its enterprise boundary.

Private by default
02 / INTEGRATION

Reach the real stack.

Connect drives, mail, SharePoint, ERP and specialist systems, alongside suitable frontier and EU-sovereign infrastructure.

Replaceable by design
03 / ORCHESTRATION

Return a considered response.

Yonoo understands the job, chooses a suitable engine, can convene a panel, then names the route it took and where review belongs.

Visible at concept level
The customer boundary

Customer content stays inside
the agreed boundary.

Source content does not enter any benchmark pool. A separate, opt-in layer may compare only the permitted shape of work across protected cohorts.

Inside the enterprise

Source content, customer identities, raw extracts and private conclusions stay inside the customer boundary.

Private stays separate

Personal content remains in its own boundary and does not flow into enterprise customer datasets.

Permitted signals only

Only expressly permitted types, counts, durations and distributions can enter a protected cohort. Never unrestricted training.

Controls before comparison

Minimum cohort sizes, dominance controls and counterparty-overlap exclusions prevent one client's position being revealed.

01 / WHAT THEY OWN

The shape of the estate.

Duplicate and orphan rates, retention exposure, sensitivity counts, language and jurisdiction mix — compared without sharing source content.

02 / HOW WORK MOVES

The shape of operations.

Cycle time, revision rounds, obligation density and expiry clustering reveal bottlenecks an enterprise cannot benchmark alone.

03 / WHAT THEY AGREED

The shape of commitments.

Clause frequency, template drift and extraction confidence become protected market signals without exposing parties, amounts or contracts.

Before any cross-customer learning could be used, the deployment must include explicit contractual permission, technical separation and validation that customer information cannot be reconstructed. The exact data boundary, location, access, retention and permitted uses are defined per deployment and contract.

Near-term scale opportunity

More sites.
More evidence.
More capacity.

Multi-site inputs, continuous indexing and high-volume document processing are the next layer of opportunity. They require additional storage, compute and integration capacity — and should be unlocked through measured enterprise pilots.

What works now is a focused, routed workflow. Investment and pilot evidence can unlock the infrastructure for broader operational coverage.