One Platform for AI Gateway & Guardrails
Govern LLM spend before it happens, reconcile usage after it lands, and unify your cloud infrastructure costs in the same reconciliation-ready platform.
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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
PII redaction, prompt injection detection, and content safety filters 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
Optimize Latency, Cost, and Resiliency Across Models
Dynamically route requests across providers and models based on real-time latency, pricing, and error rates. Slash recurring costs and response times with sub-millisecond local semantic vector caching.
Dynamic Model Fallbacks
Automated retry budgets, latency-based routing, and cross-provider failover without client code changes
Semantic Vector Cache
Local sub-millisecond exact and semantic vector cache slashes repeat token spend and response latency
Circuit Breakers & Health
Continuous provider health probes and automatic route isolation prevent downstream cascade failures
Canary & Model Substitution
Safely test and graduate cheaper model alternatives with automated eval gates and quality bounds
Reconciliation-Ready AI Spend Down to Every Token
Tie every model call, agent session, and vector lookup directly to business units, apps, and teams. Reconcile provider invoices against real-time ledger records, contract rate cards, and enterprise discounts.
Multi-Dimensional Attribution
Attribute token spend and cost by provider, model, team, app, environment, and user identity
Invoice Reconciliation
Reconcile actual provider bills with internal ledgers, custom contract rates, and discount tiers
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, cloud providers, data warehouses, and your development workflow
“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.”
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