One Platform for AI Gateway & Guardrails
Govern every model call before it runs, enforce guardrails and hard budgets in the request path, and attribute AI spend down to every token.
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Govern Every Model Call Before It Hits Your Bill
Cloptima combines a low-latency AI gateway with proactive policy enforcement. Bring your own OpenAI, Anthropic, Gemini, Vertex, or Bedrock keys, enforce real-time guardrails and spend limits, and govern MCP tools before requests egress.
Universal BYOK Gateway
One OpenAI-compatible endpoint routing across OpenAI, Anthropic, Gemini, Vertex AI, and Bedrock
Real-Time Guardrails
Secret and PII redaction with your own rules, plus Azure, AWS, and Google safety scans, enforced pre-provider egress
Proactive Spend Limits
Hard budget limits, per-request token caps, and tenant quotas that block runaway spend before it happens
MCP Tool Governance
Strict tool permissions, authorized server registries, and human-in-the-loop approval release gates
Cut Repeat Spend and Ride Out Provider Outages
Serve repeat requests from exact and semantic response caches, and keep traffic flowing when a provider fails: bounded retries, key rotation, and fallback routes you choose, tried in cost or region order.
Ordered Fallback Routes
List fallback providers in a policy, and Cloptima tries them in cost or region order when a route is rate-limited, down, or out of quota
Exact & Semantic Cache
Serve repeat and near-duplicate prompts from the gateway's cache, cutting token spend and response time
Retries & Key Rotation
Bounded retries with backoff rotate across your provider keys before any output streams
Failover Within Budget
Every allowed attempt is reserved and priced up front, so failover never pushes spend past a hard limit
Reconciliation-Ready AI Spend Down to Every Token
Tie every model call, agent session, and vector lookup directly to business units, apps, and teams. Price every call at your contract rates and enterprise discounts on a reconciliation-ready ledger.
Multi-Dimensional Attribution
Attribute token spend and cost by provider, model, team, app, environment, and user identity
Contract Rate Pricing
Price every call at your negotiated contract rates, commitments, and discount tiers on top of list pricing
Agent Cost Controls
Monitor multi-step agent runs, tool invocation costs, and detect runaway loops before budgets drain
AI Unit Economics
Track cost per conversation, user, and business transaction with margin analysis and anomaly alerts
Every Query Has a Price Tag — Stop Runaway Warehouse Scans
A single unpartitioned table JOIN can scan tens of terabytes and burn thousands of dollars in minutes. Cloptima tracks query costs in real time, flags expensive scans, and suggests partition and rewrite optimizations across your data warehouses.
Per-Query Cost Tracking
Log every query with bytes scanned, execution time, cost attribution, and user or service identity
Scan Optimization Engine
Identify scan-heavy queries, unpartitioned tables, and suggest rewrites cutting costs by 40-80%
Warehouse Anomaly Alerts
Instant notifications when queries or users exceed byte-scan or cost anomaly thresholds
Scan & Pattern Analytics
Analyze peak scan windows, repetitive dashboard queries, and warehouse budget distribution
Multi-Cloud, Kubernetes, and PR Impact Unified
AWS, GCP, Azure, and Kubernetes workloads in one unified view. Map infrastructure spend to teams automatically without manual tagging, catch cost spikes in PRs before merge, and rightsize overprovisioned pods.


Multi-Cloud Dashboard
Unified cost view across AWS, GCP, and Azure with normalized metrics and team attribution
Kubernetes Rightsizing
Namespace, workload, and pod-level cost visibility with safety-scored rightsizing recommendations
PR Cost Impact in CI
Automated cost comments on GitHub PRs trace infra spikes to exact commits before merge
FinOps Chargebacks
Export team costs and budgets directly to enterprise accounting and chargeback tools
Connects to Your Stack
Model providers and your development workflow, plus cloud providers and data warehouses
“We routed our agent workflows through Cloptima’s AI Gateway with zero code changes. Dynamic fallbacks and semantic caching cut our monthly OpenAI and Anthropic bill by 38% without quality loss.”
“Cloptima flagged a recurring BigQuery join that was costing us thousands every week. We optimized the query in a day — savings paid for the platform in the first month.”
“When one of our core services started burning through CPU, Cloptima’s anomalies caught the spike instantly. It correlated the cost jump to a deploy that morning, and traced it straight to the GitHub PR. We fixed the performance regression before it dented our runway.”
Ready for Cloptima?
Govern every model call, and turn every deploy, query, and cluster change into measurable savings.