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Token limits, context rot, compaction cliffs and the productivity math vendors keep postponing.
Thirty-one free tools for AI inference, cloud costs, storage, traffic capacity, scaling, and SRE. Change inputs in your browser; calculator values stay on your device. Each model explains its assumptions and limitations.
Jump to Quick calculators on this page · All standalone tools. Results are estimates, not provider quotes.
Start with cost per successful request, or model AWS S3, EC2, Lambda, egress, Kubernetes, and downtime.
Use one of the nine embedded calculators here, or open its standalone page from the directory.
Price one agent turn from context mix, then scale to a month. Starts from a heavy agent session: 80k input tokens at 87.5 percent cache hits and 1.5k output tokens.
Token limits, context rot, compaction cliffs and the productivity math vendors keep postponing.
Turn events per second into a monthly envelope: edge rate times seconds per month at a blended price, and fixed platform spend.
Sandbox execution, agent retries and the cost of prompt-to-production infrastructure.
A context window goes in, a summary comes out. See what survives and what the re-read bill looks like. The 575k-token window, 0.75% survival rate, and 28 reread steps are illustrative defaults—not a measured median. Replace them with observations from your own workload.
Token limits, context rot, compaction cliffs and the productivity math vendors keep postponing.
Failed agent attempts rebill every retry. Multiply tasks by retries by attempt cost and watch the storm's share of the budget.
Sandbox execution, agent retries and the cost of prompt-to-production infrastructure.
Turn an SLO into minutes. A 99.9 percent objective leaves 43.2 minutes a month. Enter what is already burned and the current burn multiple to see when the budget runs dry.
A basic single-metric HPA estimate: desired replicas equal current replicas times current utilization over target utilization, rounded up and clamped to the minimum and maximum. CPU utilization is relative to the pod CPU request. It assumes at least one replica. Other HPA behaviors are not modeled.
Regional isolation, failure containment and zero-blast-radius control planes.
Spans per second times bytes per span is your daily ingest. Price it, then compute the keep rate that fits the budget. Defaults ingest 50k spans a second at 2 KB against a $20k monthly budget.
Shards, CDC, vector search and the modeled bill of a 200-billion-block platform.
Conservative p99-based pool sizing: peak RPS times p99 latency in seconds, times a safety factor, spread across pods. This heuristic differs from formal Little's Law, which uses mean time in system.
Partition and connector issues, and the IAM connection limit Razorpay says it encountered during an Asia Cup surge.
Minutes down times revenue per minute, and the SLA credit on the cloud bill. Assumes a 43,800-minute month. Defaults model a four-hour outage against $4M monthly revenue at risk.
A thermal event impaired nine services in one Availability Zone. Compare snapshot restoration with launching in unaffected zones.
Showing 10 of 31. Search or expand to see all.
Connect traffic, retry spend, success rate, and fixed costs in one scenario model.
Open calculator → Cloud storageEstimate S3 storage, request fees and retrieval with editable rates, volume tiers and the per-object minimum.
Open calculator → Cloud computeEstimate EC2 instance-hours, the 60-second billing minimum and attached EBS storage.
Open calculator → Runtime efficiencyPrice garbage-collector burn before and after a memory-limit tune from fleet bill and GC share.
Open calculator → ReliabilityEstimate revenue loss and SLA credits during an outage.
Open calculator → KubernetesAdd worker nodes, control plane and persistent volumes to the bill.
Open calculator → NetworkingEstimate outbound transfer charges after a provider allowance using your rates.
Open calculator → ServerlessPrice requests and compute time from function duration and memory.
Open calculator → Data platformModel warehouse compute credits and stored terabytes in one monthly bill.
Open calculator → AI inferencePrice input, cache and output tokens per turn then scale to a monthly workload.
Open calculator →Estimate instance hours and provisioned storage and backup charges.
Open calculator → ObservabilityCompare host-based monitoring charges with log-ingest costs.
Open calculator → Edge deliveryEstimate CDN bandwidth across volume tiers, HTTPS requests and origin egress on cache misses.
Open calculator → AI dataEstimate vector storage overhead and the serving fleet.
Open calculator → Traffic and scaleTurn requests per second into variable and fixed monthly spend.
Open calculator → AI reliabilityEstimate monthly spend from failed tasks and repeated attempts.
Open calculator → AI contextSee what survives compaction and estimate the cost of rebuilding context.
Open calculator → SRECalculate SLO downtime allowance and remaining runway at the current burn.
Open calculator → KubernetesEstimate desired replicas from current and target utilization.
Open calculator → ObservabilityFit span ingest volume to a monthly observability budget.
Open calculator → DatabaseSize concurrent connections from peak RPS and p99 latency.
Open calculator → Queue capacityEstimate burst backlog and recovery time at post-burst traffic rates.
Open calculator → Caching economicsCompare avoided origin request spend with monthly cache costs.
Open calculator → Database capacityProject stored data and end-of-horizon monthly storage cost.
Open calculator → Streaming systemsEstimate partition count from tested throughput and consumer parallelism.
Open calculator → Database reliabilityEstimate replica recovery time after ongoing writes are accounted for.
Open calculator → API capacityModel sustainable request rate, burst allowance, and admitted traffic.
Open calculator → Backup planningEstimate retained full and incremental backup volume and storage run rate.
Open calculator → Traffic capacitySize a target fleet from peak traffic and benchmarked target capacity.
Open calculator → Distributed reliabilityEstimate majority availability with independent replica assumptions stated.
Open calculator → Cloud economicsCompare fixed commitment cost with on-demand spend at expected utilization.
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