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FinOpslyAsk a CFO what the company spent on AI last quarter and you will get a number. Ask which product line it belonged to, whether anyone approved it, or what it earned, and the room goes quiet. FinOpsly was built for that second set of questions. It is an AI Cost Governance platform. AI does not run in isolation, so FinOpsly does not price it in isolation either. A model call pulls warehouse queries, GPU time and storage behind it, and the engineers building the feature are burning licensed seats the whole time. All of that lands in one cost model, mapped to the company's own structure: owner, team, product, business unit, customer. What teams use it for: Pricing a workload before anyone provisions anything. Describe the architecture, get a cost estimate across the stack, and see which assumptions drove it. Compare model options using consumption you have already paid for. Making chargeback something finance trusts. Hierarchies run nine levels or deeper. Tags get standardized across providers that never agreed on a convention. API keys and resources are labeled in bulk from instructions written in ordinary English. Anything still unowned shows up as a dollar figure. Holding the line during the month. Budgets by team, project or key. Anomalies flagged with a root cause and sent to the person responsible. Waste that provider consoles do not catch, found by FinOpsly's own detection models. Idle compute parked on schedules the customer approved, and reversible. Proving the outcome. One chargeback run covering AI, cloud, data and SaaS together. Savings measured against the base-line along with cost-to-serve metrics: cost per active user, per customer served. Customers have moved attributable spend from 68% to 99% inside 90 days and taken a chargeback cycle from 12.4 days down to under one. Built for CIOs, CTOs, FinOps practitioners and the finance teams who sign off on the bill.
What is Harmonic Aristotle?
Aristotle is an AI-powered formal verification platform developed by Harmonic to help engineering teams verify software, hardware, and mathematical reasoning using machine-checked proofs. The platform combines advanced artificial intelligence reasoning with formal methods to determine whether specified system properties hold across all possible inputs under defined assumptions. Its automated specification capabilities analyze source code and propose correctness, safety, and behavioral properties that engineers may want to verify. Users can describe expected behavior in natural language, allowing the platform to translate requirements into formal verification tasks without requiring extensive expertise in theorem proving. Aristotle currently supports C programming and Verilog hardware description languages, with additional language support planned. For C software, the platform can verify functional requirements and identify certain forms of undefined behavior, including memory safety problems under specified conditions. For Verilog designs, Aristotle analyzes register-transfer-level logic and verifies safety, liveness, control-path behavior, and mathematical data-path properties. When a property fails, the software produces a reproducible counterexample that helps developers understand the conditions responsible for the failure. Each verification report identifies properties that were proved, refuted, or left unresolved, along with the assumptions and scope of the associated proofs. Aristotle also supports code repair and optimization workflows, allowing engineers to modify implementations and verify that the resulting code continues to satisfy established specifications. The platform can be incorporated into continuous integration pipelines and deployed through hosted services, private clouds, or on-premises infrastructure, with consumption-based pricing and enterprise support options.
What is Devirt?
Devirt (devirt.re) is a binary devirtualization and reverse engineering service for security researchers and malware analysts. Devirt gives teams readable code back from binaries that a virtual-machine protector such as VMProtect or Themida has made unreadable. In a virtualized function the original instructions are gone and a private interpreter runs bytecode in their place, so disassemblers and AI agents can only describe the interpreter. Devirt reconstructs that machine and returns the protected functions as native-shaped code, each checked against the original before delivery.
Who uses it: malware analysts working through protected samples, vulnerability researchers, software owners auditing their own protected releases, interoperability and supply-chain security teams, trust and safety teams, and consultancies that delegate recovery and keep the investigation.
What you receive: an IDA database, annotated pseudocode, a written report, LLVM IR or structured JSON. Each delivery includes a coverage ledger marking every function proven, runtime-dependent, unresolved or permanently bounded, so you know which results to rely on.
How buying works: a free browser check reads a file's format and protection indicators on your own device without uploading it. A free feasibility assessment reviews your exact binary and recommends scope, outputs and price; you approve a written offer before paid work starts. Packages run from free Community Triage and Triage Plus to General Analysis and Protected Recovery Lite, Full and Deep, with monthly plans and an Enterprise pilot for ongoing work and no automatic overage charges.
Data handling: each file is processed in isolation and never used for model training; inputs are deleted after delivery and signed download links expire within 24 hours.
Integration: REST API with webhooks, plus a read-only MCP connector for REA and other MCP agents. Devirt accepts only software customers own or are authorized to analyze.
Integrations Supported
API Availability
Has API
API Availability
Has API
Pricing Information
Pricing not provided
Pricing Information
$29 per file
Free: a browser check on the Devirt website (file type and protection indicators, nothing uploaded) and Community Triage, 5 scans per verified account each month. Triage Plus: $29 per file for a downloadable JSON summary. General Analysis: $199 per file, covering ordinary static analysis or an eligible VMProtect or Themida recovery of up to five agreed functions, with IDA database and proof JSON. Protected Recovery: Lite $399, Full $1,199, Deep from $2,499 after assessment. Analyst review from $3,500. Monthly plans: Power $149, Team $699 (3 seats, API), Professional $1,799. Enterprise pilot $7,500 for 90 days. Every protected file gets a free feasibility assessment and a written quote before payment, and there are no automatic overage charges. Prices in USD; crypto payments available now, card and bank transfer coming soon.
Free Version
Free Trial Offered?
Supported Platforms
SaaS
Supported Platforms
SaaS
Customer Service / Support
Web-Based Support
Customer Service / Support
Web-Based Support
Training Options
Documentation Hub
Training Options
Documentation Hub
Online Training
Company Facts
Organization Name
Harmonic
Date Founded
2024
Company Location
United States
Company Website
www.harmonic.fun/aristotle/
Company Facts
Organization Name
Devirt
Date Founded
2026
Company Website
devirt.re
Categories and Features
Artificial Intelligence
Not specified
Static Code Analysis
Not specified
Categories and Features
Cybersecurity
Not specified