Evolve is a model management and governance platform from Appnovation that lets global enterprises run the leading open source AI models in production, governed by their own policy. It combines model management, orchestration, governance and a unified user experience in one platform, delivered alongside an ongoing service.

Is Evolve™ a product or a service?

Evolve™ is a product Appnovation provides ongoing support for. The support concentrates on model management: keeping adopted models updated, verified, upgraded and risk-assessed, and certifying new ones as the customer's landscape changes. Forward deployed engineers match business cases to models and tune them on real processes.

What is the difference between Evolve™ Prime and Enterprise?

Prime is single model adoption: one open source LLM and its ecosystem, applied to any workload, with Appnovation working alongside the customer's IT team on compliance. Enterprise is the full platform: every layer, multi-model orchestration and role-based governance for progressive customers scaling their open source AI journey. Both tiers run on the customer's own infrastructure or hosted by Appnovation.

Which open source AI models does Evolve™ support?

Evolve™ continuously evaluates leading open source models on performance, cost, licensing and jurisdiction. Rather than locking clients to one model, the orchestration layer routes every job to the model best fit for it, so the model mix evolves as the open source landscape does.

Who controls data privacy and compliance in Evolve™?

The client does. Evolve™ governance module gives customers full control to define and customize data privacy, global perimeters, compliance, regulatory and audit requirements. The client owns the policy; the platform enforces it.

Why use open source AI models instead of proprietary ones?

Open source models give enterprises control over cost, licensing and where their AI runs. Evolve™ addresses the operational barriers, evaluation, governance and management, that have historically made open source adoption harder than buying proprietary AI, so enterprises get the ownership benefits without the operational burden.

What does escaping the token game mean?

Proprietary AI platforms charge per token, so costs scale with usage and the vendor controls the meter. With open source models there is no per-token vendor pricing: costs follow the infrastructure the customer chooses, and Evolve™ manages the models running on it.

Does Evolve™ output match an organization's brand?

Yes. Evolve™ applies the organization's own brand profile (colors, typography, logos, templates and voice) to everything it produces, so reports, decks and spreadsheets are ready to use without reformatting. The brand profile is approved by the organization before anyone uses Evolve™, and every output is checked against it before handoff.

Evolve™ by Appnovation

Own your sovereign AI

Escape tokens. Evolve™ lets the most progressive customers run the leading open source AI models in production, governed by their own policy.

Talk to Our Experts Request a demo

The principle

Own your AI future.

Your models. Your policy. Your data.

The Reality

AI is mandated. Cost control is zero.

AI is mandated from the board down. Every team is told to use more. Every prompt is metered, and the vendor sets the price. This month's invoice is bigger than last month's, and next month's will be bigger again. The only way to spend less is to use less, and using less is against the mandate. Nobody in the building controls the cost. That is what a vendor in the middle costs. The way out is the open source AI journey: models the business owns, data and cost back in its hands, and someone looking after the models the whole way.

The product

Open source AI in production.

Evolve™ gives progressive customers one platform to adopt, run and govern open source AI models in production. The customer's own policy governs everything: the governance layer lets customers define and customize every aspect of data privacy, compliance, regulatory requirements and audit.

Evolve™ is a product Appnovation provides ongoing support for. That support is model management: your models are kept updated, verified, upgraded and risk-assessed as things change.

Book a demo

A closer look

How Evolve™ works

Four layers, from continuous model evaluation at the base to a single governed interface on top. The tier determines which layers are included.

One interface for users, one console for administrators. Any job goes in, and the right model handles it. Models, policy, cost and performance in a single view.
The client has full control over every aspect of data privacy, security and governance. This module ensures customers can meet their compliance and regulatory obligations on their own terms.
Multi-workload API routing layer. Every job goes to the model best fit for it, so a collection of open models starts behaving like one product.
Open models evaluated continuously on performance, cost, licensing and jurisdiction. Forward deployed engineers match business cases to models, then tune and train them on real processes.

The tiers

Choose your tier

Prime and Enterprise are two tiers of the same platform: adopt one model or run the full stack. Both run on the customer's own infrastructure or hosted by Appnovation.

Single model adoption

Evolve™ Prime

For customers ready to bring their first open source LLM and its ecosystem into the business. Not a place to test AI; a place to start with open source AI, applied to any workload. Appnovation works with the customer's IT teams to ensure compliance, and ongoing model management keeps the model updated, verified, upgraded and risk-assessed. Runs in the customer's own environment or hosted on Appnovation's multi-cloud infrastructure.

Request a Demo

Multi-workload

Evolve™ Enterprise

For customers scaling their open source AI journey. The full platform, on your infrastructure: every layer, multi-model orchestration, governance with role-based policy enforcement, and a choice of where it runs: data centers and cloud the customer owns, or hosted by Appnovation.

Request a Demo

Features	Prime	Enterprise
Open source models	One	Multiple
Workloads	Any single workload	Multi-workload
Runs in	The customer's own environment	The customer's own data centers and cloud
Ongoing model management	Certification, tuning and one-step rollback	Adds drift detection and zero-downtime model updates
Governance	Customer-defined policy, human approvals, audit trail and data residency	Adds automatic task classification and scoped access controls
Orchestration	Routing and fallback within one workload	Multi-workload routing, load balancing and spend caps
Brand setup	Configured by Appnovation during adoption	Self-service, derived from brand guidelines
Branded outputs	Documents, presentations and spreadsheets	Adds dashboards, email, print, graphics and more
Runs in	The customer's own environment, or hosted by Appnovation	The customer's own environment, or hosted by Appnovation

Prime

Open source models: One
Workloads: Any single workload
Runs in: The customer's own environment
Ongoing model management: Certification, tuning and one-step rollback
Governance: Customer-defined policy, human approvals, audit trail and data residency
Orchestration: Routing and fallback within one workload
Brand setup: Configured by Appnovation during adoption
Branded outputs: Documents, presentations and spreadsheets
Runs in: The customer's own environment, or hosted by Appnovation

Enterprise

Open source models: Multiple
Workloads: Multi-workload
Runs in: The customer's own data centers and cloud
Ongoing model management: Adds drift detection and zero-downtime model updates
Governance: Adds automatic task classification and scoped access controls
Orchestration: Multi-workload routing, load balancing and spend caps
Brand setup: Self-service, derived from brand guidelines
Branded outputs: Adds dashboards, email, print, graphics and more
Runs in: The customer's own environment, or hosted by Appnovation

Sovereign deployment

Evolve™ runs in the customer's own data center or cloud. Data stays in approved bounds. Outside routes are blocked.

Client-controlled governance

Customers define data privacy, compliance, regulatory and audit rules. The client sets policy; Evolve™ enforces it.

A product with ongoing support

Evolve™ comes with people. Forward deployed engineers tune models to your business and stay on as your needs shift.

Ongoing model management

Your models are looked after: updated, verified, upgraded and risk-assessed by Appnovation as the landscape shifts.

No per-token pricing

Open source models carry no vendor meter. No third party sits between your business and your AI, billing per token.

Hosted where it fits

Prime or Enterprise, self-hosted or hosted by Appnovation. The tier follows the journey. Hosting follows IT policy.

Open Source AI

Built on Open Source Since 2007

We have been leading open source technologies for over 20 years. It is not a strategy we adopted. It is who we are. Appnovation has spent two decades inside the ecosystem. That history gives us something no one else has: the ability to bring confidence, speed, and predictability to open source AI product development.

Learn More

What is Evolve™?

Evolve is a model management and governance platform from Appnovation that lets global enterprises run the leading open source AI models in production, governed by their own policy. It combines model management, orchestration, governance and a unified user experience in one platform, delivered alongside an ongoing service.
Is Evolve™ a product or a service?

Evolve™ is a product Appnovation provides ongoing support for. The support concentrates on model management: keeping adopted models updated, verified, upgraded and risk-assessed, and certifying new ones as the customer's landscape changes. Forward deployed engineers match business cases to models and tune them on real processes.
What is the difference between Evolve™ Prime and Enterprise?

Prime is single model adoption: one open source LLM and its ecosystem, applied to any workload, with Appnovation working alongside the customer's IT team on compliance. Enterprise is the full platform: every layer, multi-model orchestration and role-based governance for progressive customers scaling their open source AI journey. Both tiers run on the customer's own infrastructure or hosted by Appnovation.
Which open source AI models does Evolve™ support?

Evolve™ continuously evaluates leading open source models on performance, cost, licensing and jurisdiction. Rather than locking clients to one model, the orchestration layer routes every job to the model best fit for it, so the model mix evolves as the open source landscape does.
Who controls data privacy and compliance in Evolve™?

The client does. Evolve™ governance module gives customers full control to define and customize data privacy, global perimeters, compliance, regulatory and audit requirements. The client owns the policy; the platform enforces it.
Why use open source AI models instead of proprietary ones?

Open source models give enterprises control over cost, licensing and where their AI runs. Evolve™ addresses the operational barriers, evaluation, governance and management, that have historically made open source adoption harder than buying proprietary AI, so enterprises get the ownership benefits without the operational burden.
What does escaping the token game mean?

Proprietary AI platforms charge per token, so costs scale with usage and the vendor controls the meter. With open source models there is no per-token vendor pricing: costs follow the infrastructure the customer chooses, and Evolve™ manages the models running on it.
Does Evolve™ output match an organization's brand?

Yes. Evolve™ applies the organization's own brand profile (colors, typography, logos, templates and voice) to everything it produces, so reports, decks and spreadsheets are ready to use without reformatting. The brand profile is approved by the organization before anyone uses Evolve™, and every output is checked against it before handoff.