References

Production SaaS, running all AI on odnoga

We build odnoga for real products, not demos. Meet Salesdots and 2ool.ai — two production platforms where every single AI operation flows through odnoga.

Case study 01 · Sales SaaS

SalesDots.ai

Salesdots is an AI-powered sales platform: it enriches leads, drafts outreach, summarises calls and scores deals for its customers. AI is not a feature on the side — it is the product. Every one of those operations runs on odnoga.

salesdots.ai

Every AI call goes through odnoga

Salesdots never talks to a model provider directly. All requests — lead enrichment, email drafting, call summaries — go through the odnoga gateway with the "auto" model, smart fallback and region routing.

Prompts versioned, not hardcoded

Every sales prompt lives in the odnoga prompt registry with versions and labels. Salesdots ships prompt improvements without a redeploy, A/B-tests tone variants and rolls back instantly if a variant underperforms.

Per-customer AI billing on Stripe

Each Salesdots workspace is an odnoga tenant with its own meter and budget. AI usage is attributed per end user with a single header, and every tenant gets one consolidated invoice across all model vendors.

Full traceability per end user

Every call is a row: tenant, end user, prompt version, model, cost, latency. When a Salesdots customer asks "why did the AI write that?", support can trace the exact prompt version and model response in seconds.

Budgets that protect margins

Soft and hard budgets per tenant mean a runaway workflow in one customer workspace can never burn the whole platform budget. Salesdots prices its AI tiers with confidence because cost per workspace is known, not estimated.

Supabase-native integration

Salesdots runs on Supabase. Its Edge Functions forward the caller's user id in one header — no metering layer, no extra package. That integration is exactly what odnoga ships to every customer today.

Case study 02 · IT consulting platform

2ooL.AI logo2ooL.AI

2ool.ai is an all-in-one platform for IT consulting firms: CV management, ATS, projects, timesheets, client portal, capacity planning, finance and e-learning. Luna, its AI copilot, plans, asks and then acts across every module — and every AI operation behind it runs on odnoga.

2ool.ai

Luna AI runs through odnoga

2ool.ai is an all-in-one platform for IT consulting firms. Luna, its AI copilot, logs hours, finds consultants, creates tasks and approves timesheets — and every one of those actions is a call through the odnoga gateway with "auto" routing and smart fallback.

Prompts as a product surface

Luna behaves differently per module — recruitment, projects, finance, e-learning. Each module's prompts live versioned in the odnoga registry, so 2ool.ai improves copilot behaviour without a redeploy.

Usage metered per tenant as credits

Every consulting firm on 2ool.ai is an odnoga tenant. AI usage is metered per tenant and surfaced to customers as credits included in every plan — cost per firm is exact, not estimated.

Project intelligence with traceability

Luna answers questions over offers, SOWs and RFPs and drafts change requests with evidence. Every answer is a traced row: tenant, user, prompt version, model, cost — auditable end to end.

Budgets per consulting firm

Soft and hard budgets per tenant keep one heavy workspace from consuming the platform budget — margins stay predictable as AI usage grows across modules.

RBAC-aware AI actions

The caller's user id flows in one header on every call, so Luna plans, asks and then acts strictly under the team's RBAC — the same per-end-user attribution odnoga ships to every customer.

Full disclosure: Salesdots and 2ool.ai are built by Fixtra PSA, the team behind odnoga. We use them as our first and most demanding customers — every platform feature ships to them first.

Why it matters

Battle-tested before it reaches you

Every routing rule, prompt feature and billing flow in odnoga is hardened by a production multi-tenant SaaS with paying customers. When you build on odnoga, you build on infrastructure that already carries a real product.

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