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    <title>DEV Community: Dave</title>
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      <title>AWS Cost Optimization Tools 2026: 13 Compared</title>
      <dc:creator>Dave</dc:creator>
      <pubDate>Wed, 16 Sep 2026 02:24:14 +0000</pubDate>
      <link>https://dev.to/akalcloud/aws-cost-optimization-tools-2026-13-compared-n02</link>
      <guid>https://dev.to/akalcloud/aws-cost-optimization-tools-2026-13-compared-n02</guid>
      <description>&lt;p&gt;&lt;em&gt;Disclosure: I work on Akal Cloud, one of the 13 tools here. Every product claim links to that vendor's own site or docs, checked on 13 September 2026; where a vendor publishes nothing, it says so.&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;Nine of the thirteen tools here are multi-cloud cost platforms, where AWS is one integration among many. If most of your bill is AWS, the questions that decide the choice are how deep a tool goes on AWS itself, what access it needs, how it charges, and how much setup it asks of you. This comparison is organised around those four.&lt;/p&gt;

&lt;h2&gt;
  
  
  The short answer
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Mostly on AWS and want depth:&lt;/strong&gt; Akal Cloud publishes the largest AWS detection catalogue here, 141 checks across 36 services covering rightsizing, idle resources, modernization and end-of-life, and adds the AWS-specific areas most platforms skip: network cost by resource, EKS cost with no agent (and an optional agent for rightsizing), Amazon Bedrock cost and waste, and Extended Support a year ahead. Akal, the AI FinOps agent, on a flat fee from $134.10 a month.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Zero budget:&lt;/strong&gt; AWS Cost Optimization Hub and Compute Optimizer, both free.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Cost allocation and unit economics across several clouds:&lt;/strong&gt; CloudZero, Finout or Vantage.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Commitments bought and managed for you:&lt;/strong&gt; ProsperOps or nOps.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Kubernetes compute automation:&lt;/strong&gt; Cast AI. Free self-hosted Kubernetes allocation: IBM Kubecost.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Already standardised on Datadog:&lt;/strong&gt; Datadog Cloud Cost Management.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Large multi-cloud estates with governance needs:&lt;/strong&gt; CloudHealth by Broadcom, Flexera One or IBM Cloudability.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  What should an AWS team compare?
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;How deep does it go on AWS itself?&lt;/strong&gt; The expensive surprises on an AWS bill are AWS-specific: data transfer that carries no resource ID, Transit Gateway charges shared across accounts, EKS, Amazon Bedrock, and Extended Support surcharges on old engine versions. Breadth across many clouds and depth on one cloud pull in different directions.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;What access does it need?&lt;/strong&gt; Tools that buy commitments or change resources need write permissions in your accounts, which means a harder security review. Read-only tools need none.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;How does it charge?&lt;/strong&gt; A percentage of savings grows as the tool reports more savings. A percentage of spend grows with your bill. A flat fee does neither.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;What setup does it ask of you?&lt;/strong&gt; An agent in every Kubernetes cluster, a Legacy CUR export alongside CUR 2.0, VPC Flow Logs or Bedrock invocation logging you pay AWS to store. Each one is work before you see a number.&lt;/li&gt;
&lt;/ol&gt;

&lt;h2&gt;
  
  
  How deep does each tool go on AWS?
&lt;/h2&gt;

&lt;p&gt;Five tools publish their AWS coverage in enough detail to compare line by line. Counts are as each vendor publishes them, and the sources are in the entries below.&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Tool&lt;/th&gt;
&lt;th&gt;AWS detections&lt;/th&gt;
&lt;th&gt;Network cost&lt;/th&gt;
&lt;th&gt;Extended Support&lt;/th&gt;
&lt;th&gt;AI cost&lt;/th&gt;
&lt;th&gt;AI FinOps agent&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;AWS native tools&lt;/td&gt;
&lt;td&gt;18 recommendation types in Cost Optimization Hub&lt;/td&gt;
&lt;td&gt;The &lt;a href="https://docs.aws.amazon.com/cur/latest/userguide/table-dictionary-cur2-line-item.html" rel="noopener noreferrer"&gt;CUR resource ID&lt;/a&gt; "is blank for usage types that aren't associated with an instantiated host, such as data transfers"&lt;/td&gt;
&lt;td&gt;No cost tool covers Extended Support charges&lt;/td&gt;
&lt;td&gt;Bedrock absent from Cost Optimization Hub, Compute Optimizer and Trusted Advisor&lt;/td&gt;
&lt;td&gt;FinOps Agent, in preview&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Akal Cloud&lt;/td&gt;
&lt;td&gt;141 across 36 services, 103 built in-house&lt;/td&gt;
&lt;td&gt;NAT, Transit Gateway, PrivateLink and egress by resource; inter-AZ by region and zone; Transit Gateway split across accounts&lt;/td&gt;
&lt;td&gt;EKS, RDS and ElastiCache flagged up to 365 days ahead, surcharge priced&lt;/td&gt;
&lt;td&gt;Bedrock tokens, cost per model, cache hits and forecast; 10 AI detections across Bedrock, SageMaker and Kendra&lt;/td&gt;
&lt;td&gt;Akal, over live Cost Explorer, CloudTrail and CloudWatch data, in the browser&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Vantage&lt;/td&gt;
&lt;td&gt;36 types, 10 from Compute Optimizer&lt;/td&gt;
&lt;td&gt;Flow-level reports that need VPC Flow Logs&lt;/td&gt;
&lt;td&gt;EKS, ElastiCache and OpenSearch within three months&lt;/td&gt;
&lt;td&gt;Bedrock attribution that needs Model Invocation Logging; no AI recommendation types&lt;/td&gt;
&lt;td&gt;FinOps Agent chat&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;CloudZero&lt;/td&gt;
&lt;td&gt;66 types, 38 built in-house&lt;/td&gt;
&lt;td&gt;NAT Gateway and cross-region data transfer recommendations&lt;/td&gt;
&lt;td&gt;EKS and RDS once charges are incurred; OpenSearch and Elasticsearch before&lt;/td&gt;
&lt;td&gt;No Bedrock recommendation; one SageMaker Savings Plans recommendation&lt;/td&gt;
&lt;td&gt;AI Hub, used from coding tools over MCP&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Finout&lt;/td&gt;
&lt;td&gt;18 Finout scans plus 29 native AWS types&lt;/td&gt;
&lt;td&gt;No NAT or data transfer scan&lt;/td&gt;
&lt;td&gt;Detected from billing line items&lt;/td&gt;
&lt;td&gt;No Bedrock or SageMaker scan&lt;/td&gt;
&lt;td&gt;Billy, which explains cost but does not act&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fm2e2fr7cuxxohfl7unxt.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fm2e2fr7cuxxohfl7unxt.png" alt="Stacked bar chart of AWS cost detections each tool publishes: Akal Cloud 141 (103 built in-house, 38 ingested from AWS), CloudZero 66, Finout 47, Vantage 36, AWS native tools 18" width="800" height="373"&gt;&lt;/a&gt;&lt;br&gt;
&lt;em&gt;Detection counts as each vendor publishes them, split into what the vendor built and what it ingests from AWS Cost Optimization Hub or Compute Optimizer.&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;A count is not quality, and a tool with fewer, better-targeted checks can still find more money. What the split shows is how much of each catalogue is the vendor's own work rather than AWS's free recommendations passed through: 29 of Finout's 47 come from AWS, 28 of CloudZero's 66, 10 of Vantage's 36 and 38 of Akal Cloud's 141. You can turn those AWS recommendations on yourself in an afternoon, so the rest is what you are paying the vendor for.&lt;/p&gt;

&lt;h2&gt;
  
  
  How do the 13 tools compare at a glance?
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Tool&lt;/th&gt;
&lt;th&gt;Clouds&lt;/th&gt;
&lt;th&gt;Pricing&lt;/th&gt;
&lt;th&gt;Public prices&lt;/th&gt;
&lt;th&gt;Write access&lt;/th&gt;
&lt;th&gt;Kubernetes agent&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;AWS native tools (aws.amazon.com)&lt;/td&gt;
&lt;td&gt;AWS&lt;/td&gt;
&lt;td&gt;Mostly free; some per-request and support-plan costs&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;td&gt;Limited (EBS automation, budget actions)&lt;/td&gt;
&lt;td&gt;Not applicable&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Akal Cloud (akalcloud.ai)&lt;/td&gt;
&lt;td&gt;AWS&lt;/td&gt;
&lt;td&gt;Flat fee by AWS spend, $134.10 to $2,699.10 a month&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;td&gt;No, read-only&lt;/td&gt;
&lt;td&gt;Not for EKS cost; optional for rightsizing&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Vantage (vantage.sh)&lt;/td&gt;
&lt;td&gt;30+ providers&lt;/td&gt;
&lt;td&gt;Tiers by tracked spend; Autopilot 5% of savings&lt;/td&gt;
&lt;td&gt;Up to $20,000 tracked spend&lt;/td&gt;
&lt;td&gt;Yes, for Savings Plans purchases&lt;/td&gt;
&lt;td&gt;Yes, by default&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;CloudZero (cloudzero.com)&lt;/td&gt;
&lt;td&gt;AWS, Azure, GCP, Oracle, SaaS and AI&lt;/td&gt;
&lt;td&gt;Single subscription, quoted&lt;/td&gt;
&lt;td&gt;No&lt;/td&gt;
&lt;td&gt;No&lt;/td&gt;
&lt;td&gt;Recommended; EKS option without&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Finout (finout.io)&lt;/td&gt;
&lt;td&gt;AWS, Azure, GCP, OCI, SaaS and AI&lt;/td&gt;
&lt;td&gt;Flat annual fee by committed spend tier&lt;/td&gt;
&lt;td&gt;No&lt;/td&gt;
&lt;td&gt;No&lt;/td&gt;
&lt;td&gt;A metrics exporter CronJob over your Prometheus or Datadog&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;nOps (nops.io)&lt;/td&gt;
&lt;td&gt;AWS, Azure, GCP&lt;/td&gt;
&lt;td&gt;Fixed fee for visibility; % of realized savings for rate optimization&lt;/td&gt;
&lt;td&gt;No&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;ProsperOps (prosperops.com)&lt;/td&gt;
&lt;td&gt;AWS, Azure, GCP&lt;/td&gt;
&lt;td&gt;% of realized savings&lt;/td&gt;
&lt;td&gt;No&lt;/td&gt;
&lt;td&gt;Yes, for commitments&lt;/td&gt;
&lt;td&gt;Not applicable&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;CloudHealth by Broadcom (broadcom.com)&lt;/td&gt;
&lt;td&gt;AWS, Azure, GCP, Oracle, Alibaba, data center&lt;/td&gt;
&lt;td&gt;Quoted&lt;/td&gt;
&lt;td&gt;No&lt;/td&gt;
&lt;td&gt;Yes, for policy actions&lt;/td&gt;
&lt;td&gt;Yes, a collector per cluster&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;IBM Cloudability (apptio.com)&lt;/td&gt;
&lt;td&gt;AWS, Azure, GCP&lt;/td&gt;
&lt;td&gt;Quoted&lt;/td&gt;
&lt;td&gt;No&lt;/td&gt;
&lt;td&gt;For some automation&lt;/td&gt;
&lt;td&gt;Yes, per cluster&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;IBM Kubecost (apptio.com)&lt;/td&gt;
&lt;td&gt;Kubernetes&lt;/td&gt;
&lt;td&gt;Free tier to 250 cores; Enterprise quoted&lt;/td&gt;
&lt;td&gt;Free tier only&lt;/td&gt;
&lt;td&gt;On paid tiers&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Cast AI (cast.ai)&lt;/td&gt;
&lt;td&gt;Kubernetes (EKS, GKE, AKS, OCI)&lt;/td&gt;
&lt;td&gt;Quoted; cost monitoring free&lt;/td&gt;
&lt;td&gt;No&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Datadog CCM (datadoghq.com)&lt;/td&gt;
&lt;td&gt;AWS, Azure, GCP, OCI&lt;/td&gt;
&lt;td&gt;$5 or $10 per $1,000 of cloud spend a month, annual&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;td&gt;Yes, via Workflows at extra cost&lt;/td&gt;
&lt;td&gt;Yes, Datadog Agent&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Flexera One (flexera.com)&lt;/td&gt;
&lt;td&gt;AWS, Azure, GCP&lt;/td&gt;
&lt;td&gt;Quoted&lt;/td&gt;
&lt;td&gt;No&lt;/td&gt;
&lt;td&gt;Yes, for policies&lt;/td&gt;
&lt;td&gt;Yes, for container optimization&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;On CUR 2.0: CloudHealth and Flexera One state in their docs that they do not support it, nOps requires a Legacy CUR with CUR 2.0 as an optional add-on, and CloudZero's automated setup uses CUR 1.0. Akal Cloud, Datadog and Vantage read CUR 2.0.&lt;/p&gt;




&lt;h2&gt;
  
  
  1. AWS native tools: the free baseline
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;What it is:&lt;/strong&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;a href="https://docs.aws.amazon.com/cost-management/latest/userguide/ce-what-is.html" rel="noopener noreferrer"&gt;Cost Explorer&lt;/a&gt; for spend analysis.&lt;/li&gt;
&lt;li&gt;
&lt;a href="https://docs.aws.amazon.com/cost-management/latest/userguide/cost-optimization-hub.html" rel="noopener noreferrer"&gt;Cost Optimization Hub&lt;/a&gt;, which "supports 18 types of AWS cost optimization recommendations" (&lt;a href="https://aws.amazon.com/aws-cost-management/cost-optimization-hub/faqs/" rel="noopener noreferrer"&gt;FAQ&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;a href="https://docs.aws.amazon.com/compute-optimizer/latest/ug/what-is-compute-optimizer.html" rel="noopener noreferrer"&gt;Compute Optimizer&lt;/a&gt; for rightsizing and idle findings.&lt;/li&gt;
&lt;li&gt;
&lt;a href="https://docs.aws.amazon.com/awssupport/latest/user/trusted-advisor-check-reference.html" rel="noopener noreferrer"&gt;Trusted Advisor&lt;/a&gt; cost checks.&lt;/li&gt;
&lt;/ul&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Pricing:&lt;/strong&gt; Cost Optimization Hub and Compute Optimizer are free, and so is Cost Explorer in the console, though its API calls cost $0.01 each. Trusted Advisor cost checks need Business Support+, from $29 a month (&lt;a href="https://aws.amazon.com/premiumsupport/plans/business-plus/" rel="noopener noreferrer"&gt;pricing&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Watch for:&lt;/strong&gt;

&lt;ul&gt;
&lt;li&gt;No Kubernetes pod or namespace recommendations (&lt;a href="https://docs.aws.amazon.com/compute-optimizer/latest/ug/supported-resources.html" rel="noopener noreferrer"&gt;supported resources&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;No Amazon Bedrock coverage, and no cost check for RDS or EKS Extended Support (&lt;a href="https://docs.aws.amazon.com/awssupport/latest/user/cost-optimization-checks.html" rel="noopener noreferrer"&gt;cost checks&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;Data transfer carries no resource ID in the CUR (&lt;a href="https://docs.aws.amazon.com/cur/latest/userguide/table-dictionary-cur2-line-item.html" rel="noopener noreferrer"&gt;data dictionary&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;The &lt;a href="https://docs.aws.amazon.com/finops-agent/latest/userguide/what-is.html" rel="noopener noreferrer"&gt;AWS FinOps Agent&lt;/a&gt; is "in preview release".&lt;/li&gt;
&lt;/ul&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Best for:&lt;/strong&gt; everyone, first. Turn them on so every paid tool is measured against a real baseline.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  2. Akal Cloud: best for AWS teams that want depth
&lt;/h2&gt;

&lt;p&gt;One cloud, covered properly. The everyday work first: 141 checks across 36 AWS services, 74 of them rightsizing, 44 idle and unused, 18 modernization and 5 end-of-life, each costed and traced to the resource. Then the AWS-specific areas the multi-cloud platforms mostly leave to you: network cost by resource, EKS, Bedrock and Extended Support. Then Akal, the AI FinOps agent, which traces a bill change back to the resource and the API call that started it.&lt;/p&gt;

&lt;p&gt;&lt;em&gt;This is the longest entry and the only one with screenshots, because it is the only product I can show you and the only one whose limits I can state without guessing. Weigh it on the sourced claims, not the space. The demos below open without an account but run on a sample account: they show coverage and how a finding is presented, not your numbers.&lt;/em&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;What it is:&lt;/strong&gt; an AWS-only cost optimization platform for FinOps and engineering teams, reading billing and usage data through a read-only role. Every finding carries the console steps and CLI command, so engineers can act on it without a FinOps translation layer, and unlimited seats on every tier means finance and engineering read the same numbers.

&lt;ul&gt;
&lt;li&gt;
&lt;a href="https://akalcloud.ai/detections/" rel="noopener noreferrer"&gt;141 detections across 36 AWS services&lt;/a&gt;, grouped as 74 right-size, 44 idle and unused, 18 modernization and 5 end-of-life. 103 are built in-house; 38 are ingested from Cost Optimization Hub and deduplicated against ours, so nothing is counted twice. Each finding is costed per month and traced to the resource, with console steps and the CLI command to fix it (&lt;a href="https://akalcloud.ai/demo/recommendations/" rel="noopener noreferrer"&gt;demo&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;a href="https://akalcloud.ai/demo/network/" rel="noopener noreferrer"&gt;Network cost&lt;/a&gt;: NAT gateways, Transit Gateway attachments, PrivateLink endpoints, internet egress and Network Firewall by resource, inter-AZ transfer by region and zone, and Transit Gateway cost split across the accounts that drove it. From billing data, so no VPC Flow Logs to enable and pay for.&lt;/li&gt;
&lt;li&gt;
&lt;a href="https://akalcloud.ai/demo/kubernetes/" rel="noopener noreferrer"&gt;Kubernetes&lt;/a&gt;: EKS cost by namespace, workload and cluster with no agent, from AWS split cost allocation data, with EKS clusters discovered automatically. An optional agent adds requested-versus-used efficiency and rightsizing (&lt;a href="https://akalcloud.ai/demo/kubernetes/efficiency/" rel="noopener noreferrer"&gt;demo&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;a href="https://akalcloud.ai/demo/ai-visibility/" rel="noopener noreferrer"&gt;AI cost&lt;/a&gt;: Amazon Bedrock tokens, cost per model, cost per inference, cache hit rates and a forecast, with no invocation logging to enable, plus 10 AI waste detections across Bedrock, SageMaker and Kendra.&lt;/li&gt;
&lt;li&gt;
&lt;a href="https://akalcloud.ai/blog/eks-extended-support-cost/" rel="noopener noreferrer"&gt;Extended Support&lt;/a&gt;: EKS, RDS and ElastiCache versions flagged up to 365 days before the surcharge, priced. For EKS that is $0.10 rising to $0.60 per cluster-hour.&lt;/li&gt;
&lt;li&gt;
&lt;a href="https://akalcloud.ai/demo/agent/" rel="noopener noreferrer"&gt;Akal, the AI FinOps agent&lt;/a&gt;, answers why the bill changed by tracing Cost Explorer spend, CloudTrail launch events and CloudWatch utilization to the resource responsible. It runs in the browser, so finance can use it too.&lt;/li&gt;
&lt;/ul&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fvx9cdz3xbptmadc9w012.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fvx9cdz3xbptmadc9w012.png" alt="Akal Cloud network cost view: spend by type and region, and the top NAT gateway, Transit Gateway and egress resources, from the public demo with sample data" width="800" height="800"&gt;&lt;/a&gt;&lt;br&gt;
&lt;em&gt;Network cost by resource in Akal Cloud's public demo (sample data).&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F9hhtjbwmpi8e594230aa.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F9hhtjbwmpi8e594230aa.png" alt="Akal Cloud Kubernetes cost view: EKS daily cost by namespace and idle node cost, from split cost allocation data with no agent, in the public demo with sample data" width="800" height="393"&gt;&lt;/a&gt;&lt;br&gt;
&lt;em&gt;EKS cost by namespace with no agent installed, from the public demo (sample data).&lt;/em&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Pricing:&lt;/strong&gt; a flat fee by AWS spend, $134.10 to $2,699.10 a month, or about 17% less paid annually (&lt;a href="https://akalcloud.ai/#pricing" rel="noopener noreferrer"&gt;pricing&lt;/a&gt;). Starter covers up to $250K a year of AWS spend, Growth to $1M, Scale to $5M, Enterprise above that. Enterprise is the ceiling, so $20M a year of spend costs the same as $5M. Every tier has every feature and unlimited seats, and there is a 90-day trial through AWS Marketplace.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Setup on AWS:&lt;/strong&gt; a CloudFormation template creates a read-only cross-account IAM role. Connect an AWS Organization once and new accounts join automatically. Reads CUR 2.0 and FOCUS 1.0, and Canadian data residency is available.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Watch for:&lt;/strong&gt;

&lt;ul&gt;
&lt;li&gt;AWS only, by design. The depth above is what that focus pays for, but there is no Azure, Google Cloud or SaaS bill support, so allocation across several clouds needs a second tool.&lt;/li&gt;
&lt;li&gt;Read-only, by design. No write permissions to argue through a security review, and equally no Savings Plan bought and nothing resized for you: commitments arrive as costed recommendations your team acts on.&lt;/li&gt;
&lt;li&gt;The optional agent is only for Kubernetes rightsizing. Cost by namespace and workload needs nothing installed.&lt;/li&gt;
&lt;/ul&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Best for:&lt;/strong&gt; teams running mainly on AWS that want waste, network, Kubernetes, AI and Extended Support in one tool, on a fee that does not move with the bill.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  3. Vantage: best for multi-provider reporting with self-serve pricing
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;What it is:&lt;/strong&gt; cost reporting across AWS and "30+ Supported Providers" (&lt;a href="https://www.vantage.sh/pricing" rel="noopener noreferrer"&gt;pricing&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Pricing:&lt;/strong&gt; free to $2,500 of tracked spend, $30 a month to $7,500, $200 a month to $20,000, then custom. Autopilot "charges only 5% of the savings found".&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Setup on AWS:&lt;/strong&gt; IAM role and CUR; "The Vantage Kubernetes agent is the default, recommended configuration" (&lt;a href="https://docs.vantage.sh/kubernetes_agent" rel="noopener noreferrer"&gt;docs&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Watch for:&lt;/strong&gt;

&lt;ul&gt;
&lt;li&gt;36 AWS recommendation types, 10 of them from Compute Optimizer, which you enable yourself (&lt;a href="https://docs.vantage.sh/cost_recommendations" rel="noopener noreferrer"&gt;docs&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;Network reports need VPC Flow Logs, where "you incur both S3 storage costs and CloudWatch data ingestion costs on your AWS bill" (&lt;a href="https://docs.vantage.sh/network_flow_reports" rel="noopener noreferrer"&gt;docs&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;Bedrock attribution needs Model Invocation Logging enabled first (&lt;a href="https://docs.vantage.sh/aws_bedrock_enrichment" rel="noopener noreferrer"&gt;docs&lt;/a&gt;).&lt;/li&gt;
&lt;/ul&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Best for:&lt;/strong&gt; small teams across several providers who want to start self-serve.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  4. CloudZero: best for unit economics
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;What it is:&lt;/strong&gt; cost allocation across AWS, Azure, GCP, Oracle Cloud and AI and SaaS bills (&lt;a href="https://docs.cloudzero.com/docs/cloudzero" rel="noopener noreferrer"&gt;docs&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Pricing:&lt;/strong&gt; quote only (&lt;a href="https://www.cloudzero.com/pricing/" rel="noopener noreferrer"&gt;pricing&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Setup on AWS:&lt;/strong&gt; read-only IAM role; automated setup uses CUR 1.0, and CUR 2.0 needs manual setup (&lt;a href="https://docs.cloudzero.com/docs/aws" rel="noopener noreferrer"&gt;docs&lt;/a&gt;). Kubernetes recommendations require its agent (&lt;a href="https://docs.cloudzero.com/docs/kubernetes-recommendations" rel="noopener noreferrer"&gt;docs&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Watch for:&lt;/strong&gt;

&lt;ul&gt;
&lt;li&gt;66 AWS recommendation types, 28 of them from Cost Optimization Hub or Compute Optimizer, and no Bedrock recommendation (&lt;a href="https://docs.cloudzero.com/docs/aws-recommendations" rel="noopener noreferrer"&gt;docs&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;EKS and RDS are flagged when "Incurring Extended Support Charges", not before.&lt;/li&gt;
&lt;/ul&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Best for:&lt;/strong&gt; SaaS companies that need cost per customer or per feature for finance.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  5. Finout: best for allocation across many bills
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;What it is:&lt;/strong&gt; a FinOps platform covering AWS, Azure, GCP, OCI and "40+ other SaaS and AI vendors" (&lt;a href="https://www.finout.io/" rel="noopener noreferrer"&gt;finout.io&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Pricing:&lt;/strong&gt; quote only, a flat fee by committed spend tier (&lt;a href="https://www.finout.io/pricing" rel="noopener noreferrer"&gt;pricing&lt;/a&gt;); yearly contracts, with Kubernetes adding 25% on Business and Pro (&lt;a href="https://www.finout.io/hubfs/pricing.md" rel="noopener noreferrer"&gt;pricing file&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Setup on AWS:&lt;/strong&gt; CUR export and IAM role; Kubernetes metrics from Prometheus or Datadog you already run (&lt;a href="https://docs.finout.io/kubernetes-integrations/kubernetes" rel="noopener noreferrer"&gt;docs&lt;/a&gt;). Finout calls this "entirely agentless", while the same page sets up a "Finout Metrics Exporter CronJob" to collect from each monitored cluster (&lt;a href="https://docs.finout.io/kubernetes-integrations/kubernetes/prometheus" rel="noopener noreferrer"&gt;Prometheus docs&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Watch for:&lt;/strong&gt;

&lt;ul&gt;
&lt;li&gt;Its &lt;a href="https://docs.finout.io/user-guide/optimize/costguard/finout-scans" rel="noopener noreferrer"&gt;18 Finout scans&lt;/a&gt; include no NAT, data transfer, Bedrock or SageMaker check.&lt;/li&gt;
&lt;li&gt;Its assistant "explains your costs but does not act on them" (&lt;a href="https://docs.finout.io/ai-and-developer-tools/billy-your-ai-finops-assistant" rel="noopener noreferrer"&gt;docs&lt;/a&gt;).&lt;/li&gt;
&lt;/ul&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Best for:&lt;/strong&gt; enterprises with messy tags and many bills that want chargeback.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  6. nOps: best for automated commitments on AWS
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;What it is:&lt;/strong&gt; commitment management and cost visibility across AWS, Azure and GCP.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Pricing:&lt;/strong&gt; no figures published; rate optimization is "a percentage of savings realized" (&lt;a href="https://www.nops.io/pricing/" rel="noopener noreferrer"&gt;pricing&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Setup on AWS:&lt;/strong&gt; nOps "always requires a Legacy CUR export" (&lt;a href="https://help.nops.io/aws/integration-setup.md" rel="noopener noreferrer"&gt;docs&lt;/a&gt;); Kubernetes uses "the nOps lightweight agent installed in your cluster" (&lt;a href="https://www.nops.io/blog/container-rightsizing/" rel="noopener noreferrer"&gt;blog&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Watch for:&lt;/strong&gt; it buys commitments on your behalf (&lt;a href="https://www.nops.io/aws-rate-optimization/" rel="noopener noreferrer"&gt;rate optimization&lt;/a&gt;), so it needs write access, and the fee grows with savings.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Best for:&lt;/strong&gt; AWS teams that want commitments bought for them.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  7. ProsperOps: best for hands-off commitment management
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;What it is:&lt;/strong&gt; automated commitment management for AWS, Azure and GCP, and "a Flexera company" since an &lt;a href="https://www.flexera.com/about-us/press-center/flexera-expands-its-finops-solution-with-agentic-and-ai-enabled-cost-optimization" rel="noopener noreferrer"&gt;acquisition announced 6 January 2026&lt;/a&gt;.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Pricing:&lt;/strong&gt; "a small percentage of the realized savings" (&lt;a href="https://www.prosperops.com/pricing/" rel="noopener noreferrer"&gt;pricing&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Watch for:&lt;/strong&gt; its Scheduler does not find idle resources, and leaving triggers "a final Savings Share charge for future-to-be-realized savings of all ProsperOps managed commitments" (&lt;a href="https://www.prosperops.com/pricing/" rel="noopener noreferrer"&gt;pricing&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Best for:&lt;/strong&gt; teams that want Savings Plans run for them and use another tool for waste.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  8. CloudHealth by Broadcom: best for multi-cloud enterprises and MSPs
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;What it is:&lt;/strong&gt; a cost and governance platform across AWS, Azure, GCP, Oracle, Alibaba and data centers.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Pricing:&lt;/strong&gt; not published (&lt;a href="https://www.broadcom.com/products/software/finops/cloudhealth" rel="noopener noreferrer"&gt;broadcom.com&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Setup on AWS:&lt;/strong&gt; Kubernetes needs a collector in each cluster.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Watch for:&lt;/strong&gt; "CloudHealth does not support CUR 2.0" (&lt;a href="https://techdocs.broadcom.com/us/en/ca-enterprise-software/it-operations-management/cloudhealth/saas/index/getting-started-with-tanzu-cloudhealth-getting-started-index/getting-started-with-tanzu-cloudhealth-aws-quick-start.html" rel="noopener noreferrer"&gt;AWS quick start&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Best for:&lt;/strong&gt; large enterprises and MSPs governing many clouds and data centers.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  9. IBM Cloudability: best for formal enterprise FinOps programs
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;What it is:&lt;/strong&gt; a FinOps platform across AWS, Azure and GCP.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Pricing:&lt;/strong&gt; three packages, no prices published (&lt;a href="https://www.apptio.com/products/cloudability/" rel="noopener noreferrer"&gt;apptio.com&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Setup on AWS:&lt;/strong&gt; Kubernetes needs its metrics agent, which "is designed to run as a container in each cluster" (&lt;a href="https://github.com/cloudability/metrics-agent" rel="noopener noreferrer"&gt;GitHub&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Best for:&lt;/strong&gt; large organisations running FinOps across AWS, Azure and GCP.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  10. IBM Kubecost: best for free self-hosted Kubernetes allocation
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;What it is:&lt;/strong&gt; Kubernetes cost allocation.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Pricing:&lt;/strong&gt; "Always free" for "Unlimited clusters up to 250 cores" (&lt;a href="https://www.apptio.com/products/kubecost/" rel="noopener noreferrer"&gt;product page&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Watch for:&lt;/strong&gt; built around Kubernetes, and even the SaaS edition "runs the Kubecost agent locally on your Kubernetes clusters".&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Best for:&lt;/strong&gt; platform teams that want Kubernetes allocation they run themselves.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  11. Cast AI: best for automated Kubernetes compute savings
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;What it is:&lt;/strong&gt; Kubernetes automation for EKS, GKE, AKS and OCI.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Pricing:&lt;/strong&gt; "Get a custom quote" (&lt;a href="https://cast.ai/pricing/" rel="noopener noreferrer"&gt;pricing&lt;/a&gt;); cost monitoring is free.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Watch for:&lt;/strong&gt; cost monitoring uses list prices, not your bill: "Cast AI uses public pricing, so you don't have to share billing details" (&lt;a href="https://docs.cast.ai/docs/cost-management.md" rel="noopener noreferrer"&gt;docs&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Best for:&lt;/strong&gt; EKS-heavy teams that want node and pod changes automated.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  12. Datadog Cloud Cost Management: best if you already run Datadog
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;What it is:&lt;/strong&gt; cloud cost inside Datadog, across AWS, Azure, GCP and OCI.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Pricing:&lt;/strong&gt; $5 or $10 per $1,000 of cloud spend a month, billed annually (&lt;a href="https://www.datadoghq.com/pricing/" rel="noopener noreferrer"&gt;pricing&lt;/a&gt;), so the fee grows with your bill.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Watch for:&lt;/strong&gt; "Some capabilities, like container cost allocation and compute optimization recommendations, require" other Datadog products (&lt;a href="https://www.datadoghq.com/pricing/" rel="noopener noreferrer"&gt;pricing FAQ&lt;/a&gt;), and automations "incur additional costs" (&lt;a href="https://docs.datadoghq.com/cloud_cost_management/recommendations/cost_optimization_automation/" rel="noopener noreferrer"&gt;docs&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Best for:&lt;/strong&gt; teams already paying for Datadog monitoring.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  13. Flexera One: best for one vendor across cloud cost and commitments
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;What it is:&lt;/strong&gt; cloud cost management across AWS, Azure and GCP.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Pricing:&lt;/strong&gt; not published (&lt;a href="https://www.flexera.com/products/flexera-one/finops" rel="noopener noreferrer"&gt;flexera.com&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Watch for:&lt;/strong&gt; "CUR 2.0 is not supported" (&lt;a href="https://docs.flexera.com/flexera-one/administration/cloud-settings/bill-data-connections/bill-connect-configurations/amazon-web-services/" rel="noopener noreferrer"&gt;AWS setup&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Best for:&lt;/strong&gt; enterprises that want cloud cost, Kubernetes automation and commitments from one vendor.&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  Frequently asked questions
&lt;/h2&gt;

&lt;h3&gt;
  
  
  What is the best AWS cost optimization tool for teams that run mainly on AWS?
&lt;/h3&gt;

&lt;p&gt;Start with the free native tools, then compare depth. Among the tools that publish their AWS coverage in detail, Akal Cloud has the largest detection catalogue (141 across 36 services) and is the only one combining network cost by resource, EKS cost with no agent (and an optional agent for rightsizing), Amazon Bedrock cost and waste detection, Extended Support warnings a year ahead and Akal, the AI FinOps agent, on a flat fee from $134.10 a month. For unit economics across several clouds, look at CloudZero, Finout or Vantage.&lt;/p&gt;

&lt;h3&gt;
  
  
  Which AWS cost optimization tools are free?
&lt;/h3&gt;

&lt;p&gt;Cost Explorer's console, Cost Optimization Hub and Compute Optimizer are free. Vantage is free up to $2,500 of tracked spend, IBM Kubecost up to 250 cores, and Cast AI's Kubernetes cost monitoring is free. Akal Cloud has a 90-day free trial on AWS Marketplace.&lt;/p&gt;

&lt;h3&gt;
  
  
  Which tools charge a flat fee instead of a percentage?
&lt;/h3&gt;

&lt;p&gt;Akal Cloud charges a flat fee by AWS spend, from $134.10 a month and capped at $26,991 a year. Finout charges a quoted flat annual fee. ProsperOps and nOps charge a percentage of realized savings, Vantage takes 5% of savings for Autopilot, and Datadog charges per $1,000 of cloud spend.&lt;/p&gt;

&lt;h3&gt;
  
  
  Do I need an agent in my Kubernetes cluster?
&lt;/h3&gt;

&lt;p&gt;For most tools, yes: Vantage, nOps, CloudHealth, IBM Cloudability, IBM Kubecost, Cast AI and Datadog all run something in the cluster. Finout describes its integration as agentless, but it still deploys a metrics exporter CronJob that queries the Prometheus you already run. Akal Cloud gets EKS cost by namespace and workload from AWS split cost allocation data with nothing installed, and offers an optional agent for rightsizing.&lt;/p&gt;

&lt;h3&gt;
  
  
  Which tools show AWS network cost by resource?
&lt;/h3&gt;

&lt;p&gt;Few do, because the CUR gives data transfer no resource ID, so a tool has to reconstruct it. Vantage builds network reports from VPC Flow Logs you pay AWS to collect, and CloudZero has NAT Gateway and cross-region data transfer recommendations. Akal Cloud breaks NAT gateway, Transit Gateway attachment, PrivateLink endpoint and internet egress cost down by resource, and inter-AZ transfer by region and Availability Zone, from billing data alone, and splits Transit Gateway cost across the accounts that drove it.&lt;/p&gt;

&lt;h3&gt;
  
  
  Which tools track Amazon Bedrock cost and have an AI FinOps agent?
&lt;/h3&gt;

&lt;p&gt;AWS's own optimization tools do not cover Bedrock. Akal Cloud tracks Bedrock tokens, cost per model and a forecast with no logging to enable, detects idle AI resources, and Akal, the AI FinOps agent, explains bill changes from live Cost Explorer, CloudTrail and CloudWatch data. Vantage attributes Bedrock cost once you enable Model Invocation Logging and has a FinOps Agent; CloudZero's AI Hub works from coding tools; Finout's assistant explains costs without acting.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Flse9eob3slr1rr1zaxfx.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Flse9eob3slr1rr1zaxfx.png" alt="Akal Cloud AI visibility view: Amazon Bedrock spend, projected month end, total tokens, cost per 1,000 tokens, cost per inference and cache hit rate, with token usage and spend forecast charts, from the public demo with sample data" width="799" height="406"&gt;&lt;/a&gt;&lt;br&gt;
&lt;em&gt;What Bedrock cost tracking looks like when it comes from billing data: tokens, cost per model and a forecast, with no invocation logging to turn on. Akal Cloud's demo, sample data.&lt;/em&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  How this comparison was checked
&lt;/h2&gt;

&lt;p&gt;Every vendor claim comes from its own website or documentation, checked on 13 September 2026. The screenshots are from Akal Cloud's public demo, which runs on sample data. No other vendor's product screens are shown, because they are not ours to publish. If you work at one of these companies and something is out of date, leave a comment with a link and it will be corrected.&lt;/p&gt;

&lt;p&gt;If most of your bill is AWS, take the list of things this comparison says each tool covers and check it against what you are actually paying for: open your own Cost Optimization Hub, then look at your last bill for NAT gateways, Transit Gateway, inter-AZ transfer, EKS, Bedrock and any engine version heading for Extended Support. Whatever your current tool cannot itemise is the gap to shop for.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://akalcloud.ai/demo/" rel="noopener noreferrer"&gt;Akal Cloud's demos&lt;/a&gt; open without an account, though they run on a sample account: they show what is covered and how a finding is presented, not your numbers. Your own numbers need the 90-day trial through the &lt;a href="https://aws.amazon.com/marketplace/pp/prodview-2tflhsxqru3f4" rel="noopener noreferrer"&gt;AWS Marketplace listing&lt;/a&gt;.&lt;/p&gt;

</description>
      <category>aws</category>
      <category>finops</category>
      <category>cloud</category>
      <category>devops</category>
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