A solution for every team building with AI
However your team ships AI, Naagmani removes the infrastructure tax. Explore the specific problem, solution, and outcome for each kind of customer.
For Startups
Ship AI fast on a runway budget
Validate, build, and scale AI features without burning time or capital on provider plumbing.
Problem
- Limited runway to experiment across models
- Unpredictable per-request costs that spike overnight
- No engineering time to wire up multiple providers
Solution
- One API key for every model — swap in a line
- Prepaid wallet keeps spend visible and capped
- Free tier to validate before you scale
Expected outcome
- Ship AI features in days, not weeks
- Keep burn predictable and under control
- Pivot models without rewriting code
For SaaS Products
Monetize AI without margin decay
Add AI to your product, attribute usage per customer, and resell it profitably with built-in failover.
Problem
- Per-tenant AI usage is impossible to attribute
- Marking up and reselling AI is manual and messy
- A single provider outage takes down your features
Solution
- Per-customer usage metering out of the box
- Resell with margin, invoices, and sub-accounts
- Automatic multi-provider failover
Expected outcome
- Monetize AI cleanly per customer
- Hit the reliability SLAs you promised
- Protect gross margin on AI workloads
For AI Product Builders
Find the best model for every task
Compare, route, and iterate across providers to find the optimal balance of quality, speed, and cost.
Problem
- Model choice gets locked in too early
- Comparing quality vs cost is guesswork
- Evals across providers are slow and manual
Solution
- Swap models with a single line of code
- Compare price, latency, and quality live
- Route each workload to its best-fit model
Expected outcome
- Land the optimal model for each task
- Cut inference cost 20–40%
- Iterate on models without infra work
For Agencies
Deliver AI for every client, profitably
Manage separate stacks per client with unified billing and cross-client visibility in one console.
Problem
- Every client needs a different provider stack
- Billing usage back to clients is error-prone
- No visibility across client projects
Solution
- Isolate projects per client
- Unified billing with sub-accounts
- Cross-client analytics dashboard
Expected outcome
- Onboard new clients in minutes
- Bill accurately by actual usage
- Scale AI services profitably
For Enterprises
Adopt AI with governance and control
Give teams a sanctioned AI platform with the security, compliance, and controls the business requires.
Problem
- Strict governance and compliance requirements
- Vendor lock-in and procurement friction
- Teams shadow-adopting AI with no oversight
Solution
- SSO, SAML, granular RBAC, and audit logs
- Bring-your-own-keys or a centralized wallet
- PII redaction and zero-retention mode
Expected outcome
- Adopt AI compliantly and auditably
- Avoid provider lock-in entirely
- Govern AI spend centrally
Ready to simplify AI infrastructure?
Start building today with a unified API, smart routing, and one dashboard for every model. Free to start — no credit card required.