About PLINTHOperated by Sniper AI LabsLast updated March 22, 2026

Built for design teams that need speed, control, and proof.

The operating system for modern interior design.

PLINTH is the product brand operated by Sniper AI Labs. It turns interior design work into a governed workflow: generate, refine, review, bill, and protect.

At a glance

Product

PLINTH

Operator

Sniper AI Labs

Category

AI-powered interior design operating system

Access

Private beta

Control plane

Wallet credits, server-side billing, and legal acceptance gates

Trust surface

Privacy policy, terms, refund policy, consent banner, and secure auth cookies

PLINTH is a product for interior design workflows, not a vague AI demo.

The backend already enforces wallet credits, legal gates, consent, and audit-friendly controls.

The company name is Sniper AI Labs; PLINTH is the customer-facing product brand.

Generate with precision

Turn 2D floor plans and reference images into photorealistic renders with a governed workflow, then keep iterating without losing context.

Review with context

Precision edit, revision history, share links, and studio collaboration keep design feedback tied to the work itself.

Protect the workflow

Consent-based analytics, privacy controls, rate limits, and legal pages are part of the product rather than afterthoughts.

Operate with discipline

Server-side billing, wallet credits, acceptance gates, and audit trails keep the platform predictable for real usage.

Section

What PLINTH is

PLINTH is an AI-assisted interior design platform that helps teams move from concept to reviewable output without scattering the workflow across unrelated tools.

The repo already reflects that direction: landing pages, private beta capture, render generation, collaboration, billing, legal policy pages, and backend controls all point to the same product.

Built around real product surfaces

  • Photorealistic render generation and gallery previews.
  • Precision edit, revision tracking, and shareable review workflows.
  • Wallet-based billing and backend acceptance checks.

Section

Why it exists

Interior design teams routinely move between sketches, reference imagery, budget checks, client feedback, and legal or billing controls. That fragmentation slows delivery and creates avoidable mistakes.

PLINTH exists to reduce that friction. It gives teams one system for generating work, reviewing it, sharing it, billing for it, and keeping the surrounding policy surface visible.

The product problem it solves

  • Less tool hopping between render software, chat, docs, and billing systems.
  • Less ambiguity around what is approved, what is draft, and what still needs review.
  • Less drift between the marketing promise and what the backend actually enforces.

Section

How teams use it

The intended flow is simple: upload source material, generate a proposal, refine details, share the result, and move forward with the proper approvals attached.

The product is built for interior designers, architects, and studio teams who need design speed without losing traceability or professional judgment.

Typical workflow

  • Start from a floor plan, room reference, or client brief.
  • Generate a concept render or use precision edit to refine a specific detail.
  • Share the output with collaborators or clients for review.
  • Use the wallet, billing, and legal surfaces already present in the product.

Section

Trust and controls

PLINTH is not built like a throwaway demo. The repo already includes secure auth cookies, consent-based analytics, waitlist protection, duplicate handling, rate limiting, and legal pages for privacy, terms, and refunds.

That matters because design software sits close to sensitive files, client work, billing events, and public-facing review links.

What we keep visible

  • Privacy and consent controls are surfaced in the product.
  • Legal acceptance is enforced on the server where paid workflows require it.
  • Waitlist, session, and billing events are handled with backend state, not only browser state.

Section

Operator and brand

PLINTH is the customer-facing product brand. Sniper AI Labs is the parent company operating it.

This separation is intentional: the brand can stay focused on the product experience while the operating company owns the systems, policy, and backend discipline that keep it reliable.

What that means in practice

  • The product page, privacy policy, terms, and backend routes all refer to the same operator and brand.
  • The company story is grounded in the codebase, not in fictional team pages or inflated traction claims.
  • If a claim is not backed by the repo, it does not belong on this page.

Section

What PLINTH is not

PLINTH is not a replacement for professional judgment, code review, procurement review, or safety review.

It is also not a promise of automatic correctness. Like any serious AI-assisted product, it improves workflow speed while still requiring a responsible human in the loop.

Clear boundaries

  • Outputs can be wrong, incomplete, or unsuitable for production use.
  • Design teams still own the final decision before real-world execution.
  • Policy, billing, and privacy controls remain visible because they matter to real customers.

Need the formal surface

Read the policy pages that govern the product

For product questions, use the channels already exposed in the app. For privacy and legal requests, use the policy pages and account controls already in the product.