# KeenDigit

> KeenDigit takes enterprise AI-native applications and workflows from use case to controlled production — grounded, evaluated, guard-railed, human-reviewed, and backed by the full stack beneath them.

## What we deliver

Start with your current business and systems. The four paths can work together, while vulnerability remediation and security updates are also available as a standalone engagement.

### AI-Native App Development

Build an enterprise application around model behavior, grounded data, bounded tools, evaluation thresholds, human review, and a controlled rollout path.

### Workflow AI Integration

Embed AI into an existing workflow with grounded context, permission-aware tool use, review checkpoints, feedback capture, and an audit trail.

### AI-Ready Foundations

Prepare the APIs, databases, applications, access boundaries, and infrastructure that the AI-native workflow needs to read from, act through, and rely on.

### Production Operation & Assurance

Keep evaluation, monitoring, approvals, access review, change records, rollback, and independent assurance connected to the live system.

### Vulnerability Remediation, Security Updates & Hardening

Fix known vulnerabilities in existing systems, apply security updates, and harden access, configuration, and recovery. Verify changes with regression tests and remediation checks.

## Technical and service capabilities

AI-Native App Development · API Integration · Workflow AI Integration · Linux Infrastructure · Vulnerability Remediation, Security Updates & Hardening · Python (Django / Flask) · Odoo ERP · PrestaShop & E-commerce · Symfony & Laravel · WordPress & Drupal · PostgreSQL & MySQL

Choose a topic below and follow its Markdown link. Each document links to the original website page. Contact links open the public inquiry form.

KeenDigit LLC · Wyoming Filing ID: 2026-002106155

[Verify with the Wyoming Secretary of State](<https://wyobiz.wyo.gov/Business/filingSearch.aspx>)

## Company and services

- [KeenDigit · Enterprise AI-native applications, built for production](<https://keendigit.com/en/index.md>): KeenDigit takes enterprise AI-native applications and workflows from use case to controlled production — grounded, evaluated, guard-railed, human-reviewed, and backed by the full stack beneath them.
- [KeenDigit · Architecture for production AI](<https://keendigit.com/en/architecture/index.md>): See how applications, enterprise systems, data, controls, and infrastructure work as one production architecture for enterprise AI.
- [KeenDigit · Enterprise AI-native solutions](<https://keendigit.com/en/services/index.md>): AI-native applications, workflow integration, production operations, and standalone vulnerability remediation, security updates, and hardening for existing systems.
- [KeenDigit · The enterprise AI buying committee](<https://keendigit.com/en/who-its-for/index.md>): KeenDigit helps business, technology, and risk leaders approve the same AI-native system with a shared production plan and visible controls.
- [KeenDigit · Why us — glass box, not black box](<https://keendigit.com/en/why-us/index.md>): Why enterprise teams choose KeenDigit to connect AI outcomes, production architecture, delivery evidence, and operational control.

## Work and team

- [KeenDigit · Enterprise AI delivery portfolio](<https://keendigit.com/en/portfolio/index.md>): Detailed engagement records across AI-native applications, production foundations, modernization, and independent assurance.
- [KeenDigit · Enterprise AI delivery team](<https://keendigit.com/en/team/index.md>): Meet the senior practitioners connecting AI-native applications, production foundations, and independent assurance.
- [KeenDigit · Work — the evidence, not just the pitch](<https://keendigit.com/en/work/index.md>): See the delivery evidence and representative work behind KeenDigit's enterprise AI-native applications, foundations, and assurance.

## Articles

- [Node.js, Java and Python: recent vulnerabilities and remediation guide](<https://keendigit.com/en/insights/node-java-python-security-remediation-guide/index.md>): Review runtime, framework and certificate updates, with branch-specific patch baselines, exposure conditions, temporary mitigations and production verification.
- [eMudhra intermediate CA compromise: impact and remediation guide](<https://keendigit.com/en/insights/emudhra-ca-incident-remediation-guide/index.md>): Assess affected trust paths and update operating systems, browsers, runtimes, and containers, with checks for the actual certificate validator.
- [PHP2Shell: causes and remediation guide](<https://keendigit.com/en/insights/php2shell-remediation-guide/index.md>): Understand PHP2Shell lifecycle flaws, runtime upgrades, temporary mitigations, patch selection, and verification through the live Web request path.
- [Glass box, not black box: why regulated teams should demand the controls](<https://keendigit.com/en/insights/glass-box-controls/index.md>): Our position on why production AI in sensitive workflows needs visible evaluation thresholds, guardrails, and a human-review trail — not just convincing output.
- [Eval thresholds as a release gate, not a dashboard](<https://keendigit.com/en/insights/eval-thresholds-release-gate/index.md>): Why we treat evaluation scores as a hard gate on shipping — and what changes when the whole team can see them.
- [What “human-in-the-loop” actually has to mean in production](<https://keendigit.com/en/insights/human-in-the-loop/index.md>): The difference between a review checkbox and a reviewer who can stop a release — and how to design for the latter.
- [KeenDigit · Enterprise AI insights](<https://keendigit.com/en/insights/index.md>): Commentary and delivery notes for enterprises moving AI-native applications and workflows into production.

## Team and security news

- [Node.js, Java and Python security updates: patch runtimes, dependencies and trust stores](<https://keendigit.com/en/news/node-java-python-security-update/index.md>): Recent updates address Brotli, TLS, server frameworks and supply-chain risks. Prioritize exposed services, rebuild deployments and verify running instances.
- [eMudhra CA incident: check every certificate validation path](<https://keendigit.com/en/news/emudhra-ca-security-update/index.md>): Separate impersonation risk, legitimate certificate migration, and overlooked application trust stores, then update and verify each path.
- [PHP2Shell security update: upgrade and verify your runtime](<https://keendigit.com/en/news/php2shell-security-update/index.md>): Both PHP engine vulnerabilities need fixes. Review runtime upgrades, replacement of old workers, and verification through real Web requests.
- [KeenDigit opens its Rawlins delivery studio — with a glass-box framework built in](<https://keendigit.com/en/news/rawlins-delivery-studio/index.md>): Our delivery studio in Rawlins, Wyoming is open, and every engagement now runs through one framework: production AI, shipped with its evidence attached.
- [Introducing KeenDigit Assurance — independent, vendor-neutral review you can hand to a regulator](<https://keendigit.com/en/news/independent-assurance-program/index.md>): A standalone assurance program: we review your systems and the third parties you already rely on, with no platform to sell and no conflict of interest.
- [A milestone: our first contract-review assistant shipped to production — with its evidence attached](<https://keendigit.com/en/news/contract-assistant-shipped/index.md>): Our first AI-native engagement reached production behind an eval gate: grounded answers, guardrails green, and two cases routed to a human before delivery.

## Contact

- [KeenDigit · Discuss your project and system needs](<https://keendigit.com/en/contact/index.md>): Discuss an AI project or security maintenance for an existing system: vulnerability remediation, security updates, hardening, and verification.

## Languages

- [Languages · KeenDigit](<https://keendigit.com/en/languages/index.md>): Choose your language for KeenDigit's enterprise AI Native services, work, and insights.