SaaS Product Engineering, Data, and AI That Hold Gross Margin

It depends on the buyer the product is going after. A shared schema with tenant scoped access carries the lowest cost to serve and suits a volume product. A schema or database per tenant costs more to run and answers the isolation, residency, and restore questions an enterprise or regulated buyer asks. Clixlogix makes the call against the target buyer and the compliance surface, then builds tenant context into the data access layer so the model holds as the base grows.

Yes, and it is a repeated engagement shape. Clixlogix runs a technical audit, agrees a stabilization plan, and works through architecture, test coverage, security, and documentation with the product live throughout. Published case studies cover a vibe coded prototype taken to production and an AI SaaS taken from proof of concept to investor ready.

Clixlogix builds the technical control surface and the evidence path that an audit runs on, covering access control, encryption, logging, change management, and vendor records, and integrates evidence automation tooling. The audit itself is performed by an independent firm. ISO 27001 is held as a certification at Clixlogix, and SOC 2 work is build to controls.

One metering spine. Events are captured in the application, rated against the plan catalog, and carried into invoicing with proration, credits, and dunning, with a reconciliation path so an invoice is reproducible from the usage record. Stripe Billing, Chargebee, Paddle, and Zoho Billing are all in scope, alongside custom rating where the pricing model needs it.

Every model call goes through a gateway that routes to the cheapest model that passes evaluation, caches what repeats, and attributes cost per tenant and per feature. That turns inference from an unbounded line item into a number the pricing and packaging decisions are made against.

Retrieval is permission aware. The retrieval layer filters on tenant and on the user entitlements before a document reaches the model, and the evaluation suite tests for cross tenant and cross role leakage on every release. Model providers are configured so customer data is not used for training.

A pilot or a focused module runs 4 to 6 weeks under 5,000 USD. A mid size product or platform build runs 3 to 5 months at 15,000 to 60,000 USD. An enterprise or multi tenant platform program runs 8 to 14 months at 80,000 to 250,000 USD. Clixlogix runs AI powered engineering from India, so the rate card sits well below US and EU benchmarks on the same seniority. Detailed estimates come back in three working days.

The client owns the code, the data, and the intellectual property. Repositories, cloud accounts, and pipelines are held in the client organization wherever the client prefers, and handover documentation is part of delivery.

Yes. Most product engagements run as embedded senior capacity inside the client workflow, on the client repository, board, and release process, with clear ownership boundaries per workstream.

Yes. Clixlogix builds and publishes apps and embedded extensions across the Zoho platform and Creator, Shopify, Salesforce, and Microsoft, built to each marketplace review and security standard.