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Open-weight AI for startups

Deploy open models.Reach more customers.

Covex AI helps startups run open-weight models privately on AWS, turn them into production AI products, and take those products to market.

Plan your AI launch See the deployment path
Deployment topology production path
  1. 01Model choiceFit to workload
  2. 02Private AWSOwned infrastructure
  3. 03Product endpointValidated serving
01 / Private AWS deployment02 / Production engineering03 / Go-to-market support

From model to production

Use the open model.
Own the deployment.

We help your team choose the right serving path, deploy it privately on AWS, and integrate a production endpoint into the product your customers use.

01

Choose

Match the model and serving architecture to your product, workload, latency, and cost requirements.

02

Deploy

Run it in private AWS infrastructure with documented sizing, automation, and operational controls.

03

Integrate

Connect your product through an OpenAI-compatible endpoint validated for throughput and latency.

Commercial momentum

Build the product.
Then grow the company.

Deployment is the center. Commercial paths connect when the fit is real.

01
Customer fit

Reach customers

Relevant introductions to startups, enterprise buyers, and teams looking for the AI capability you built.

02
Procurement path

Sell through AWS

Marketplace procurement and AWS co-sell motions can reduce buying friction and expand pipeline.

03
Eligibility review

Fund the next build

Identify eligible AWS programs and structure a proof-of-concept or new workload for funding review.

Production, not a demo

The deployment
package.

We build the infrastructure and operating layer your startup needs after the first endpoint works.

CVX / 01

Deploy

Marketplace packaging, launch automation, AWS architecture, and an operator-ready runbook.

Infrastructure
CVX / 02

Size

Hardware recommendations, capacity planning, concurrency calculations, and cost guidance.

Capacity
CVX / 03

Validate

Throughput and latency benchmarks, deployment testing, failure checks, and launch readiness.

Evidence
CVX / 04

Hand over

Documentation and infrastructure your team can operate and extend without Covex.

Ownership

Start with the real constraint

Open-model deployment
for production teams.

Bring the product idea, model requirements, and current AWS setup.

We'll map the fastest path from open model to production product—and how to take it to market.

Plan your AI launch