Turn AI spend into an optimization engine.
ZeroCredit AI is an AI economics and cost-optimization platform. It learns how your AI workloads behave, then continuously optimizes cost, quality, performance and future spend.
Most AI platforms tell you what you spent. ZeroCredit AI learns why you're spending it — and continuously finds better ways to run the same workloads.
BYOK · Multi-model · No infrastructure changes
Don't just monitor AI spend. Make it learn.
ZeroCredit AI builds a continuously improving understanding of how your organization uses AI — by task, customer, model, prompt and workload.
Models aren't equally good for every workload. ZeroCredit AI learns which models work best for each customer's tasks, balancing quality, latency and cost.
- Contextual learning
- Per-customer preferences
- Quality-aware selection
Reduce unnecessary tokens before they ever become model costs.
- Prompt compression
- Prompt trimming
- Response length optimization
- Quality guardrails
Measure models on the workloads that actually matter to your business.
- Quality
- Cost
- Latency
- Task-specific performance
- Per-user learning
Understand exactly what AI costs each customer, workload and model — and whether those workloads are profitable.
- Customer-level AI cost
- Revenue
- Gross margin
- Cost allocation
- Customer profitability
Know where your AI bill is going before it arrives.
- Spend forecasting
- Budget breach prediction
- Spend drivers
- Scenario analysis
Measure, understand, learn, optimize, forecast and control — across the AI providers you already use.
Read the docsFrom AI observability to AI optimization.
Seeing the spend is table stakes. Improving it — continuously, per workload — is the job.
See requests, latency, errors and spend.
Understand what is driving those costs.
Rules and static recommendations.
Machine learning learns workload behavior, model preferences and task patterns.
Tell teams what they could change.
Continuously identify and apply cost/quality optimizations.
Your AI stack should get smarter with every request.
ZeroCredit AI doesn't treat every request the same. Its learning layer builds a behavioral understanding of workloads and continuously improves model selection and optimization.
- 1Prompt
- 2Task + complexity + context + history
- 3ML optimization layer
- 4Candidate models
- 5Quality / cost / latency
- 6Best decision
- 7User feedback
- 8Learning loop
Every interaction provides another signal — what task was performed, which model was used, how much it cost, how long it took, and how users rated the result.
Over time, ZeroCredit AI becomes increasingly personalized to each customer's workload.
Know the economics behind every AI request.
ZeroCredit AI connects technical AI usage with financial outcomes.
Know which AI workloads make money.
Allocate AI cost down to the customer level and see profitability, not just usage.
ZeroCredit AI turns AI usage into customer-level unit economics.
Don't wait for the AI bill.
Forecast future AI spend using actual workload behavior, seasonality and historical usage.
Spend fewer tokens without losing intent.
ZeroCredit AI identifies unnecessary prompt content and compresses prompts while protecting instructions, code, URLs, numbers and important context.
When quality or intent changes beyond your configured threshold, the system reverts to the original prompt.
Know which model actually works best for your workloads.
Instead of relying only on provider benchmarks, ZeroCredit AI evaluates candidate models against representative workloads.
Model rankings become workload-specific instead of generic.
One intelligence layer across your AI stack.
You don't need to replace your existing AI infrastructure — ZeroCredit AI works with the providers and keys you already use.
Six steps, no migration
Connect your existing provider keys / BYOK.
ZeroCredit AI analyzes workload behavior.
ML learns task, model and user patterns.
Optimize prompts, models, tokens and routing.
Predict future spend and budget risk.
Track cost, quality, margin and savings.
Built for teams where AI cost is a business metric
Reduce the cost of AI features without sacrificing quality.
Control AI spend across teams, workloads and providers.
Understand the unit economics behind every AI customer.
Beyond the AI gateway.
An AI gateway helps move requests between models. ZeroCredit AI is designed to understand the economics of those requests — and continuously improve them.
Built for finance, engineering, and security to agree
The controls and reporting your security review already wants to see.
Envelope encryption with per-tenant key isolation. Keys never leave your account.
Bring your own provider keys. You keep your billing relationships, rate limits, and audit trail.
Finance, engineering, security, and admin scopes — enforced at the API and dashboard layer.
Trail of every optimization decision, key access, and configuration change.
Applied changes are recorded and can be reverted, so nothing happens silently.
TLS everywhere between your applications, ZeroCredit AI, and your providers.
Questions teams ask before they connect
Make every AI dollar work harder.
Connect your existing AI stack and start understanding where your AI spend goes — and how to reduce it.
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