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How We Build With AI

AI accelerates discovery, design, build, QA, and operations on every Drupal engagement.

Drupal AI

Our Open Source Contributions

The Drupal AI modules below are ours. They run in production at UN agencies, universities, and global enterprises.

Varbase AI

OpenAI integration native to the Drupal editorial workflow.


Admin Audit Log

Editorial and configuration events, logged for compliance audit trails.


Configuration Log

Every configuration change, logged for traceable governance.


Inside Varbase

AI Capabilities

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Visual page building

Create layouts with AI grounded in your approved brand, content, and publishing rules. Your editors review every change before it goes live.

  • AI-aware layout components
  • Brand- and policy-grounded prompts
  • Inline approval on every action
  • Audit log: prompt, model, reviewer
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Help editors do more in less time

Bring AI into Drupal to reduce repetitive work while keeping your brand voice and review process intact.

  • Generative content assistance
  • Tone presets per content type
  • Glossary enforcement
  • Real-time SEO scoring
  • Automated SEO metadata
  • Real-time multilingual translation
  • Taxonomy enforcement from your corporate glossary
  • Approval workflow integration
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Keep every asset organized and usable

Make growing media libraries easier to manage, find, and prepare for every channel.

  • Auto-generated alt text to WCAG 2.2 standards
  • Taxonomy-aware media tagging
  • Duplicate and near-duplicate detection
  • Intelligent cropping per channel format
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Unlock the value inside your documents

Turn reports and PDFs into structured information that people can find, understand, and reuse.

  • Structured data extraction from PDFs and reports
  • Named entity recognition and taxonomy mapping
  • Full-text search across uploaded document libraries
  • Auto-generated summaries and key findings
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Reach every audience faster

Scale multilingual publishing while protecting your approved terminology, quality standards, and human review process.

  • AI translation with corporate glossary enforcement
  • Per-segment quality scoring and confidence routing
  • Translation memory integration and reuse
  • Automated publishing for high-confidence outputs
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Help people find answers, not just pages

Give visitors and employees direct, relevant answers from the content your organization trusts.

  • Hybrid vector + keyword index
  • Natural language query indexing
  • Federated multisite search
  • Editorial pinning and boosts
  • Per-language result tuning
  • "Chat with your docs" RAG capability
  • Citations back to source pages
  • Intent-driven result ranking
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Act before performance starts to slip

Use existing audience and content signals to spot emerging risks and opportunities sooner.

  • Content performance forecasting pre-publish
  • Donor and user churn prediction
  • Behavioral pattern recognition across segments
  • On-premise analytics with zero data export
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Make every form easier and more useful

Reduce effort for users while helping your teams collect better information and uncover meaningful patterns.

  • Intelligent pre-filling from user profile data
  • Adaptive conditional logic per respondent
  • Response pattern analysis and trend detection
  • Intake-to-insight pipeline with no manual processing
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Answer questions with content you trust

Give people clear, sourced answers from your approved content, with human support available when needed.

  • Website and intranet chatbots
  • RAG-grounded responses from your content only
  • Source citation on every answer
  • Human handoff for unanswerable queries
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Show every visitor what matters most

Guide people forward with relevant content and recommendations based on their needs and behavior.

  • Behavioral audience segmentation
  • Dynamic content block personalization
  • AI-driven content recommendations
  • A/B testing and conversion optimization
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Catch barriers before they reach users

Help teams identify and resolve accessibility issues while creating content, not after publication.

  • Automated ARIA attribute generation
  • Contrast and reading level remediation
  • Continuous VPAT-ready compliance monitoring
  • CMS-native fixes, not front-end overlays
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Find outdated content before users do

Keep your website accurate and trustworthy by continuously identifying content that needs attention.

  • Brand voice and tone compliance scoring
  • Outdated content and broken reference detection
  • Legal and regulatory disclosure checks
  • Prioritized remediation queue by impact
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Keep content moving between teams

Reduce publishing delays by coordinating reviews and approvals across departments, regions, and languages.

  • AI-assisted content routing by topic, language, and region
  • Review turnaround prediction and deadline escalation
  • Automated translation task assignment
  • Approval bottleneck detection and alerting
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Adopt AI without giving up control

Protect sensitive information while controlling how AI is used across your teams, content, and workflows.

  • LLM-agnostic API gateway architecture
  • Per-department cost monitoring
  • Role-based AI access control
  • Model swap without CMS rebuild
Agentic AI

Across Delivery

Discovery

AI synthesizes the research, we set the strategy.

Build

AI scaffolds the code, we approve every PR.

QA

AI writes the tests, we sign the release.

Operations

AI spots the anomaly, we decide what launches.

Our Latest Work

"I'm highly satisfied with Vardot, during the project work, the final product, and post-launch support and follow up."

Sakarias Eriksson, Digital Engagement UNHCR
Before your book the call

Common Questions

Human review on every AI-generated PR. AI never commits to main. Every dependency license-checked and security-scanned. Code coverage targets enforced by CI, not by trust.

Selectively. Bounded agentic loops for migration scripting and test generation, with checkpoints. No autonomous agents on production infrastructure. The escalation path is a person, not a queue.

We default to client-preferred providers when the contract specifies them. Tool selection is a Discovery decision, not a precondition.

Engagement-dependent. Migration work routinely lands faster on AI-assisted timelines. Discovery and build vary more. We share the actual measurement in the Discovery readout, not before.

Every model call inside a Vardot engagement logs the model, version, prompt class, output destination, and approving human. Stored for the contract duration. Retrievable on request.

No. AI tooling operates in development and staging environments only. Production access is human-only, gated through the standard Drupal access controls and SRE on-call protocol.

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