SaaS Platforms

From product-market fit to enterprise-ready — without a rewrite.

Enterprise readiness, scaling, AI features.

SaaS platforms hit a scaling inflection that surprises their founders: the architecture that got you to $1M ARR can't get you to $10M. Enterprise buyers demand SSO, audit logs, SOC 2, and custom role configurations that weren't built in. We've navigated this transition for 18 SaaS platforms — sometimes building the foundation, sometimes hardening what exists.

Why Evolve Edge

Enterprise readiness expertise We know what enterprise security reviews, SOC 2 auditors, and procurement teams will ask — and we build for those requirements before they block your biggest deals.

AI feature depth Adding AI to your SaaS product is more than an API call. We build the eval infrastructure, cost architecture, and user-facing controls that make AI features defensible in enterprise sales cycles.

Scale without rewrite We've extended architectures rather than replacing them — identifying the 20% of the system that needs to change to support 10× scale while keeping the 80% that works.

Evolve Edge team at work

Engagement types

Enterprise auth & SSO

SAML SSO, SCIM provisioning, RBAC, and audit logs added to your existing platform — ready for enterprise security questionnaires.

AI feature development

Production AI features with evals, cost controls, and rollback capability — not just an OpenAI API call wrapped in a UI.

SOC 2 preparation

Gap analysis, control implementation, and evidence collection support for SOC 2 Type I and Type II certification.

Multi-tenancy hardening

Data isolation audit, permission model review, and tenant boundary hardening for platforms approaching enterprise customers.

Performance & scalability

Database query optimization, caching strategy, and horizontal scaling architecture for platforms hitting performance ceilings.

Integration platform

Webhook infrastructure, OAuth app framework, and public API design that enables the ecosystem integrations enterprise buyers expect.

Client perspective

SOC 2 Type II in six months, enterprise SSO in four weeks. The first Fortune 500 deal we nearly lost to compliance, we now close in standard procurement cycles.

Karen YooCEO · DataLayer

FAQ

How long does SOC 2 preparation actually take?
Typically 4–6 months to Type I, 12–18 months to Type II if starting from scratch. We accelerate this by building controls correctly the first time rather than remediating audit findings.
Should we build AI features ourselves or partner with you?
Depends on your team's AI depth. AI features that your competitors will copy in 60 days are table stakes — build them fast. AI features that are defensible require eval infrastructure and domain data that take longer to get right.
Can you help us pass security reviews from enterprise prospects?
Yes. We've helped platforms pass security reviews from Fortune 500 security teams — including questionnaire completion, penetration test remediation, and vendor risk assessment documentation.

SaaS Platforms partner

Let's scope your engagement

We've done this before. Tell us where you are and where you need to be — we'll bring the patterns that got similar companies there.

Have Questions? Let's Talk.

Free 30 minute call with a senior engineer, not a salesperson. We have got the answers to your questions.