I Build AI-Ready Content Infrastructures
Is Your Content Holding Your AI Back?
You've invested in AI. You've bought the tools. You've staffed the pilots.
Your AI still hallucinates. Employees still can't find answers. Customers still get inconsistent responses. Sales reps still spend hours hunting for case studies they know exist somewhere.
The technology is working as designed. The content it's drawing from is not.
What's Actually Going On
Let’s be honest. Generative AI isn’t all that intelligent. It simply retrieves and recombines content that humans have already created. But when your content is siloed, untagged, inconsistently structured, or scattered across 15 systems with no shared taxonomy, your AI reflects that chaos back to every employee and customer who touches it.
This is the content infrastructure problem. And it's a problem I’ve been solving for over 10 years, well before LLMs more clearly exposed the knowledge management debt so many companies carry.
I'm Michelle Hippler, Principal Consultant at All Out Push. For 15+ years, I've helped Fortune 500 companies turn disorganized, siloed content systems into structured, governed, AI-ready frameworks.
Why This Matters to Your Business
Depending on what keeps you up at night, here's what untreated content infrastructure is actually costing you.
The Risk Problem
AI that operates without governed, structured content gives wrong answers to customers, employees, and regulators. Without traceability — who approved this content, when was it reviewed, what's the source — you have no auditability. In compliance-sensitive industries, that's a legal issue caused by the content. One viral screenshot of AI-generated misinformation can cost millions in brand damage before the first lawsuit is filed.
The Competitive Problem
Your competitors are investing in AI right now. Organizations that skip the content foundation work don't fail at AI because of the technology. They fail because they hit the same scaling wall on every project, cycling through pilots that never become products. Companies with strong knowledge infrastructure get AI right faster, and that head start compounds.
The Architecture Problem
Your search, personalization, analytics, and AI initiatives all depend on the same underlying content. When your taxonomy is inconsistent, your metadata is incomplete, and your governance is nonexistent, every system that touches your content pays the cost. One investment in solid information architecture delivers returns across every content-dependent initiative, not just the AI project on the roadmap today.
The Productivity Problem
Knowledge workers spend 20 to 30 percent of their time searching for information they should be able to find in seconds. New hires ramp slowly because institutional knowledge is locked in individual heads and scattered documents. Subject matter experts field the same repetitive questions because there's no reliable system to capture and deliver their expertise. When knowledge infrastructure works, all that changes, measurably and quickly.
What the Numbers Look Like
$12.5M
Annual Cost for 500 Employees
Knowledge workers lose 2+ hours daily searching for information. 500 people x 2 hrs x $50/hr x 250 days.
Recover 20 percent of that, and you're looking at saving $2.5M.
$300K
Annual Support Deflection
If 40% of support tickets are answerable by AI with the right content behind it, 50,000 tickets a year at $15 each equals $300K in deflection, annually.
$0
Return on AI without Content
You've already spent significant budget on AI tooling. Without content infrastructure, that investment underperforms. Content strategy is what makes AI tooling work. At the end of the day, there is no AI with IA.
Who I Work With
Marketers & Content Professionals
"I Need to Level Up My Skills"
You're managing content solo or on a small team. You know there's a better way to organize and structure content, but you need practical knowledge and frameworks you can apply immediately.
You need:
Training on information architecture, taxonomy, structured content, and content models
Understanding of GEO and AI-ready content
Frameworks you can implement yourself
I can help you:
Get 1:1 tactical guidance on any issue you're facing
Build the skills that make you invaluable on the job
Marketing & Content Managers
"I Need to Fix Our Content Problems"
Your team is drowning in content chaos. Assets are scattered across systems, search doesn't work, nothing is reusable, and you're spending more time fighting your CMS than creating value.
You need:
Content audits that identify the real problems
Strategy and implementation that actually fixes things
Someone who can work with your existing tech stack
I can help you:
Audit your content systems and processes
Build taxonomy, governance, and workflows that work
Transform how your team operates
Marketing Leaders & Decision Makers
"I Need to Transform Our Content Operations"
Your organization has outgrown its content systems. Multiple teams, multiple tools, no shared taxonomy, and everything is held together with duct tape. You need enterprise-level strategy and change management.
You need:
Strategic roadmaps for content transformation
CMS/DAM migrations and consolidation
Team training and governance frameworks
I can help you:
Design scalable content systems and architectures
Lead complex migrations and consolidations
Train teams on new ways of working
Real Results Across Organization Sizes
Small Team Impact
Built content strategy and taxonomy for a financial services blog, transforming their approach post-Google AIO—586% increase in AI search visibility
Migration Success:
Consolidated 11 siloed marketing teams onto shared systems with unified taxonomy—dramatically reducing time spent finding assets and improving customer experience
IA Transformation
Fixed ecommerce categorization merging 2 divergent datasets, surfacing previously hidden products—$1.4B expected revenue impact
15+ Years Transforming Content Operations
Experience across industries:
Financial services
Engineering
Travel
Healthcare
Retail
B2B
B2C
eCommerce
Certifications:
Certified Knowledge Specialist: Taxonomy Design (AIIM)
Enterprise Content Management Practitioner (AIIM)
Former Project Management Professional (PMP)
Book a (Paid) Coaching Call
For marketing professionals who just need some solid feedback. Are you stuck and just want a quick consult to talk through an issue and get expert advice? I have 1-hour blocks of time set aside to help. No pressure to hire me long term. Just book the time and I'll be there to walk through whatever problem you're dealing with.
Book a (Paid) Consulting Call
For marketing managers who want to show me their pain points and get expert advice on how to solve. No pressure to hire me for longer engagements. Just an expert opinion on what you're dealing with and what needs to be considered when putting together next steps or a Request for Proposal or Scope of Work.
Book a (Free) Discovery Call
For enterprise managers and decision makers who want to chat and see if I'm a good fit to solve their content issues.
These 30-minute calls are simple meet & greets to discuss potential project scope. I can present cases studies if desired.
