
Ask 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.
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AI coding tools have fundamentally changed how software gets built. Developers are shipping more code, faster, with less friction than ever before. But the organizations benefiting most from AI-accelerated development are running into the same wall: quality hasn't kept pace.
More code means more surface area for bugs. More PRs means more review burden on senior engineers. More releases means more chances for regressions to reach customers. The bottleneck has moved from writing code to verifying it, and verification is still largely manual.
Checksum is a continuous quality platform built for this reality. Its suite of AI agents autonomously generates, runs, and maintains tests across every layer of the software development lifecycle: end-to-end UI flows, API endpoint coverage, and PR-level CI validation, so engineering teams can move fast without sacrificing reliability.
What sets Checksum apart: it doesn't wait for instructions. It works as a background agent, continuously monitoring your codebase, generating tests for what matters, and repairing broken tests as the product evolves. Seventy percent of test failures resolve automatically, eliminating the maintenance burden that causes most test suites to decay and get abandoned.
Every test Checksum produces is real, Playwright code you own, submitted as a PR to your repository. No vendor lock-in. Teams keep full control.
Checksum is fine-tuned on 1.5+ million test runs and integrates natively with Cursor, Claude Code, and 100+ AI coding agents via /checksum slash commands. Testing happens before code review, not after. Generation and healing run on Checksum's cloud, consuming no LLM tokens or local resources.
The bottom line: Checksum gives engineering teams the confidence to ship at the speed AI makes possible.
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Enigma Vault
Enigma Vault offers a simple and efficient solution for the tokenization and encryption of payment card data and files, proudly holding PCI level 1 compliance and ISO 27001 certification. The complexities of encrypting and tokenizing data at the field level can be daunting, yet Enigma Vault streamlines this challenging process remarkably. By taking care of the intricate details, it transforms what would typically be a comprehensive and costly PCI audit into a simplified Self-Assessment Questionnaire (SAQ). By opting for token storage rather than retaining sensitive card information, you can significantly lessen your security risks and the scope of PCI compliance. With cutting-edge technologies in place, searching through millions of encrypted records is executed in mere milliseconds. Our fully managed service is tailored to evolve with your needs, ensuring that Enigma Vault can seamlessly handle data of varying types and sizes. You gain genuine field-level protection, allowing the replacement of sensitive data with secure tokens. Additionally, Enigma Vault not only offers a wide array of services but also lightens the load associated with cryptography and PCI compliance. You can finally set aside the stress of managing and rotating private keys, bypassing the intricacies of complicated cryptographic procedures, which enables you to concentrate on what truly matters: your core business activities. This ensures that your organization can confidently navigate the complexities of data security while maintaining focus on growth and innovation.
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ShieldConex
Implementing tokenization for primary account numbers (PAN) and other sensitive personally identifiable information (PII) or protected health information (PHI) is crucial for compliance with regulations that dictate how to handle such data securely. This method not only minimizes the scope of PCI DSS across multiple channels but also strengthens relationships with reliable third-party partners. By integrating tokenization right at the data entry point, organizations can effectively respond to the dynamic nature of security standards. The ShieldConex platform provides a vaultless and format-preserving tokenization solution tailored for each data element, including essential payment details like credit or debit card PAN, expiration date, CVV, and cardholder name. Such a proactive strategy not only streamlines the payment experience across various businesses but also enhances consistency across diverse locations and channels, covering mobile, online, and in-store transactions. Adopting this extensive approach not only fortifies security measures but also significantly boosts customer confidence in the services provided, fostering a sense of safety and reliability. Ultimately, this commitment to safeguarding sensitive information reflects a strong organizational ethos centered around data protection.
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