How fast does an engagement actually start?

First contact gets an operations reply within one business day. A scoping note — pilot plan, measurement plan, price band — typically lands within five business days. A pilot can start as quickly as one week from there for product adoption, two to four weeks for data services.

Can we contract on outcomes rather than time and materials?

Yes, where there is a clear, measurable success rubric. Outcome-based contracts are milestone-paid against named production metrics; we share the risk on the upside and the downside. Hybrid commercial structures are available for programmes that mix build and run.

What does the operations lead actually do?

Every engagement is assigned a senior operator who owns the relationship end-to-end. They scope the brief, run the joint team, publish the methodology, and stay attached after rollout. You always have one named human accountable.

Where does our data live?

EU, US or UK regional deployments — your choice at contract signing. Customer data stays in the elected region for the life of the contract, including during evaluation and audit. BYOK is available for organisations with customer-managed key requirements.

Do you sign DPAs and security questionnaires?

Yes. Standard DPAs, MSAs and security questionnaires are turned around within a week. SOC 2 Type II reports and the latest penetration test summaries are available under NDA.

Can our internal teams be co-authors on the methodology?

Often — and we encourage it. Many of our published papers and methodology notes are co-authored with the enterprise partners whose programmes they describe. Credit and review terms are negotiated up front.

Engage Nouvells at scale.

Products, data services and custom development — sold under outcome contracts with operations bundled. One named operator, one contract, the full intelligence layer.

Talk to an operator Compare tracks

Adopt the products. Commission the data. Build with our teams.

Track 01 / 03Anisa + Allvia at scale
Product adoption
Deploy the intelligence layer your team uses daily — onboarding for new hires, collaboration for everyone else. Tenant-hosted, SSO + SCIM wired, migration tooling included.
Contracted outcome
Production rollout on a single contract with operations attached for the life of the engagement.
Compare products
What you can engage
Track 02 / 03Collection · annotation · evaluation
Data services
Commissioned datasets, multi-modal annotation and benchmark-grade evaluation — operated as one loop. Rubrics published, measurement plans contracted.
Contracted outcome
A measurement plan, a labelled corpus and an evaluation harness wired to your CI — all on a single rubric.
See the services loop
What you can engage
Track 03 / 03AI, software + platform builds
Custom development
Bespoke AI agents, internal tooling and vertical platforms — prototyped, shipped and operated. Outcomes contracted, not deliverables.
Contracted outcome
A production-grade build with a joint operations contract and outcome-based pricing where it fits.
See deployment detail
What you can engage

One named operator, four moves, ninety days to scale.

Every engagement is assigned a senior operator who owns the relationship end-to-end. SLA on first contact, measurement plan in a week, pilot to scale in ninety days.

SLA

Operations lead assigned within 48 hours · pilot scoped within a week.

Book consultation

01Book consultation30-minute scoping call with an operations lead. SLA: operations replies within one business day of first contact.
02Submit requirementsA short, structured brief — outcomes, constraints, data residency, integration surface. We return a measurement plan inside a week.
03PilotA focused 4–6 week pilot run by a joint team of operations, research and engineering. Methodology published at the end.
04ScalePilot moves into production on the same contract. Pilot to scale lands in 90 days; operations stays attached.

Contract against the outcome, not the hour.

Option 01
Outcome-based
Pay against the metric, not the hour
Contracted against the production outcome — model accuracy lift, evaluation pass rate, time-to-ramp. Risk-shared, milestone-paid.
Best for
Pilots with a clear, measurable success rubric.
Option 02
Operations contract
Run-side bundled
Monthly contract covering the full operating loop — collection, annotation, evaluation and deployment — for a named programme.
Best for
Long-term programmes where the run-side is as important as the build.
Option 03
Volume + integration
For data services at scale
Tiered volume pricing across commissioned datasets, annotation and evaluation — with integration into your CI quoted upfront.
Best for
Data programmes spanning multiple modalities or domains.

Built to clear procurement on the first pass.

SOC 2 Type II audited, GDPR-ready and deployable in EU, US or UK regions. SSO + SCIM, BYOK and tamper-evident audit trails are defaults, not upgrades.

Request SOC 2 report

SOC 2 Type II
Annual third-party audit covering security, availability and confidentiality controls across the platform.
GDPR + DPA-ready
Standard contractual clauses on file; data processing addenda available for EU + UK deployments.
Data residency
EU, US and UK regional deployments. Customer data stays in the elected region for the life of the contract.
SSO + SCIM
Okta, Azure AD, Google Workspace and any SAML 2.0 IdP. SCIM 2.0 for automated provisioning and de-provisioning.
Audit + retention
Tamper-evident audit trails for messages, agents and decisions. Configurable retention up to 7 years.
Encryption by default
TLS 1.3 in transit, AES-256 at rest. Customer-managed encryption keys (BYOK) available on request.

The operating record behind the contract.

Operator response
Operations lead assigned after first contact, in writing.
Pilot to scale
Median move from scoping note to production-grade build.
Programmes operated
Active customer programmes across data services and product adoption.
Throughput ceiling
Units processed at peak network capacity.

“Nouvells took our evaluation harness from a quarterly slide to a CI gate. Six weeks from scoping note to first failing build — and the methodology was published before the contract closed.”

Head of Model QualityAn AI-native enterprise partner

What buyers ask before they sign.

Everything legal, security and procurement need — written once, kept current.

First contact gets an operations reply within one business day. A scoping note — pilot plan, measurement plan, price band — typically lands within five business days. A pilot can start as quickly as one week from there for product adoption, two to four weeks for data services.

One operator. One contract. The full intelligence layer.

Talk to an operator See engagement model

Contract against the outcome, not the hour.

Option 01

Outcome-based

Pay against the metric, not the hour

Contracted against the production outcome — model accuracy lift, evaluation pass rate, time-to-ramp. Risk-shared, milestone-paid.

Best for

Pilots with a clear, measurable success rubric.

Option 02

Operations contract

Run-side bundled

Monthly contract covering the full operating loop — collection, annotation, evaluation and deployment — for a named programme.

Best for

Long-term programmes where the run-side is as important as the build.

Option 03

Volume + integration

For data services at scale

Tiered volume pricing across commissioned datasets, annotation and evaluation — with integration into your CI quoted upfront.

Best for

Data programmes spanning multiple modalities or domains.

The operating record behind the contract.

Operator response

Operations lead assigned after first contact, in writing.

Pilot to scale

Median move from scoping note to production-grade build.

Programmes operated

Active customer programmes across data services and product adoption.

Throughput ceiling

Units processed at peak network capacity.

“Nouvells took our evaluation harness from a quarterly slide to a CI gate. Six weeks from scoping note to first failing build — and the methodology was published before the contract closed.”

Head of Model QualityAn AI-native enterprise partner