AI promises are everywhere.
Results aren't.
24 years turning analytics into revenue. We find the waste in your ad spend, harden your AI-built apps for production, and make your brand visible to AI search — with numbers to prove it.
Increase to net revenue from digital analytics leads
Walker Advertising — Google Ads ROAS optimization
Trusted by teams at
Results Across Industries
Proven expertise across enterprise-grade deployments
Enterprise SEO & Location Pages
Built and optimized location pages for get.att.com — SSO integration, on-page SEO signals, and AI-search readiness across multi-domain call center sites.
Call Center Analytics Platform
Engineered analytics infrastructure for multi-site call center operations, tracking agent performance and partner revenue across distributed teams.
Product Analytics Architecture
Architected analytics pipelines under the Next-tier analytics practice that became CoreForged — data engineering for product-led growth measurement.
Performance Analytics Dashboard
Built the analytics dashboard tracking contribution margins and partner revenue across call center operations.
Marketing Spend Intelligence
Architected a DuckDB-powered analytics platform consolidating multi-channel ad spend reporting for a national personal injury firm.
Fractional AI Architecture
Ongoing AI consulting — MCP server design, enterprise SEO optimization, and conversion analysis for a multi-project development firm.
GTM & Tracking Audit
Website tracking audit that identified 10+ spec gaps in GA4 configuration and surfaced a misattributed A/B testing tool driving the client's core complaint.
Problems We Solve Every Day
Every engagement starts with a specific problem. These are the ones we see most — and how we think about them.
Stop Letting Ad Platforms Optimize for Themselves
Their AI spends your budget. Ours protects it.
Google's "Smart Bidding" maximizes clicks — for Google. Meta's "AI recommendations" increase your budget — for Meta. Every platform's automation is a profit center for them, not you. We build AI that finds your wasted spend and dials in what actually drives revenue.
Find Your Wasted SpendTheir "Smart Bidding"
Optimizes for conversions the platform defines — not the ones that make you money
Their "AI Recommendations"
Every suggestion increases your spend — "raise budget 30% to capture missed opportunities"
Your automation
Finds 20-40% waste in the first audit. Bid logic trained on your margins. Attribution you control.
Google Made You Findable. AI Makes You Quotable.
Be the source AI models cite.
40%+ of knowledge queries are now answered by AI directly. ChatGPT, Perplexity, Google AI Overviews — they don't rank pages, they synthesize answers and cite sources. If your content isn't structured for AI consumption, you're invisible to the next generation of discovery.
Get Your AI Visibility ScoreYour SEO agency doesn't know
Traditional SEO optimizes for Google's crawler. AI models use different signals entirely.
AI Overviews are eating your traffic
Google's AI answers queries before users scroll. No click, no citation, no attribution.
GEO makes you the source
llms.txt, citation architecture, AI Overview optimization — structured so AI quotes you.
You Vibecoded Your App. Now What?
Ship with confidence, not crossed fingers.
Your team built something with Cursor, Copilot, or Claude in a weekend. It works — mostly. But "works on my machine" doesn't survive production traffic, edge cases, or the security team. We harden vibecoded prototypes into systems you can actually ship.
Get Your Readiness ScoreNo verification gates
AI-generated code ships without adversarial review, silent-degradation scanning, or edge case coverage.
"It works" isn't a deployment strategy
No error boundaries, no monitoring, no rollback plan. The first production incident is the first test.
Production-grade in days, not months
Verification gates, security audit, monitoring, and deployment hardening. Ship what your team built — safely.
Training Built from Production. Not Theory.
900+ sessions. Zero hallucinated curricula.
Most AI training teaches prompting in a vacuum. Our curriculum is drawn from 900+ production sessions building real systems — structured prompting, multi-agent architecture, memory management, and verification patterns. Your team learns what actually works because we've already shipped it.
Explore TrainingGeneric AI workshops
"Write better prompts!" doesn't help when your team needs to build multi-agent pipelines or debug context drift.
Training that expires in weeks
The AI landscape changes monthly. Vendor-taught courses are stale before the invoice clears.
Production-derived, continuously updated
Six tracks from prompt fundamentals to multi-agent orchestration — each built from systems we run today.
Find Your Starting Point
Every engagement starts with a specific problem. Pick the one that sounds like yours.
Intelligent Automation
Their AI spends your budget. Ours protects it.
Platform AI optimizes for their revenue, not yours. We build automation that finds wasted ad spend, dials in ROAS attribution, and keeps you in control of the algorithm.
Find Your Wasted SpendGEO & AI-Focused SEO
Google made you findable. AI makes you quotable.
ChatGPT, Perplexity, and AI Overviews don't rank pages — they cite sources. We build the technical stack (llms.txt, citation architecture, AI Overview optimization) that makes AI models quote your brand.
Get Your AI Visibility ScoreProduction Ready
You vibecoded your app. Now what?
Ship with confidence. We harden vibecoded prototypes into production-grade systems with verification gates, adversarial review, and silent-degradation scanning.
Get Your Readiness ScoreAI Skills Lab
Training built from production. Not theory.
Hands-on AI training drawn from 900+ production sessions. Structured prompting, multi-agent architecture, memory management, and verification patterns.
Explore TrainingMartech Recon
Know their stack before the first call.
Scan any URL to see exactly what analytics, ad pixels, CRM, and chat tools are running. Walk into every meeting with intelligence your prospect doesn't expect.
Coming SoonAnalytics Audit
See what Google is actually costing you.
Duplicate conversions, broken cross-domain tracking, JavaScript errors killing tags, stripped attribution. Your analytics is leaking data — and every spend decision built on it is wrong. We find the leaks and put dollar amounts on them.
Get Your Analytics AuditShowcase
Proof, not promises.
Interactive demos of real production systems — dashboards, data pipelines, and agent architectures. See what sovereign AI infrastructure looks like in practice.
Coming SoonWhatShouldWe
Family decisions, settled.
An AI-powered family decision engine for movies, meals, and plans. Try the static demo — no account required, no data sold, no LLM on anonymous surfaces.
Coming SoonReady-to-Use SeidrBooks
SeidrBooks aren't ebooks—they're complete AI systems. Each includes human instructions, pre-configured AI agents, and proven workflows.
GEO Optimization for AI Search
Rank in Perplexity and SearchGPT without overhauling your content strategy.
AWS Infrastructure Setup
Deploy scalable AI infrastructure with security best practices baked in.
AI Quality Assurance Framework
Implement systematic quality checks for AI-generated content.
Proven Results
Real outcomes from real engagements — not projections, not estimates, not demo numbers.
Revenue Attributed to Optimization Work
Average Lift in Digital Revenue for Clients
Years of Analytics & Data Experience
Figures drawn from client engagements including Pluralsight, Walker Advertising, Clearlink, and Joyce University. Individual results vary by scope and engagement.
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