Intelligence Module
Your AI assistant gives wrong answers.
The knowledge is the problem.
Most HR AI initiatives fail not because the models are wrong but because the knowledge feeding them is ungoverned, outdated, and scattered across systems no one fully owns. Ikona builds the team, the structure, and the operating model to fix that from the ground up.
The problem
Three symptoms. One root cause.
01
Your AI self-service tool gives wrong answers
The model is fine. The knowledge store underneath it is broken. Outdated articles, missing metadata, no governance on what gets ingested and when. The AI is only as good as what it can retrieve.
02
HRBPs are answering questions the system should handle
When employees cannot find reliable answers, they escalate to the nearest human. That human has other work to do. The cost is real and measurable, and it compounds every quarter.
03
Institutional knowledge leaves with every departure
Fifteen years of how things actually work lives in the heads of long-tenure employees. When they leave, it is gone. No capture mechanism. No structure. No continuity for the people who come next.
What we build with you
A functioning knowledge operation, not a report
Over 18 weeks, Ikona runs structured discovery across your HR organization, then designs and delivers everything the new team needs to operate on day one. Three phases, fully overlapping so each one informs the next.
Discovery
- Structured interviews across the teams that own knowledge today and the teams experiencing the pain when it breaks
- Current-state heatmap: what is governed, what is missing, what is actively causing failures
- Inventory of your qualitative data assets and their readiness for AI ingestion
- Diagnostic findings report with a clear picture of where to start
Design
- A funded business case, built from your own interview data, not generic benchmarks
- Org structure, five role profiles, interaction model, and reporting lines for the new KM team
- A hiring plan backed by Ikona’s practitioner network
- 90-day and 6-month operating plan with named change management milestones
Operationalize
- Team handbook: day-to-day workflows, escalation paths, content review cadence
- Performance framework with 30/60/90/180-day milestones and board-reportable KPIs
- AI-ready knowledge store architecture: taxonomy, metadata standards, ingestion strategy, governance framework
- Two foundational governance policies ready for your legal review and adoption
Why this matters now
The cost of not fixing this is quantifiable
$31.5B
Annual cost of knowledge-sharing failure in Fortune 500 organizations
Panopto & IDC, "Workplace Knowledge and Productivity Report," 2018
40%
Of workers say they cannot find the information they need to do their jobs effectively
McKinsey Global Institute, "The Social Economy," 2012
5.3hrs
Per employee per week wasted waiting for information or recreating existing knowledge
Panopto & IDC, "Workplace Knowledge and Productivity Report," 2018
47%
Of employees struggle to find the right people or information when they need it most
Deloitte, "Global Human Capital Trends," 2020
What the new team looks like
Five roles. One functioning function.
Ikona designs the org, writes the job descriptions, and makes introductions from our practitioner network. You retain full hiring authority.
Director or VP
Head of HR Knowledge Management
Leads the function, owns the knowledge strategy, reports to CHRO. The accountability center for everything that follows.
Senior or Staff
AI Knowledge Engineer
Builds and maintains the knowledge graph and retrieval pipelines. The technical engine that makes AI answers accurate.
Manager or Senior Analyst
Knowledge Curator and Content Steward
Owns the metadata standards, taxonomy, and content lifecycle. The operational discipline that keeps quality from decaying.
Manager
Qualitative Data Steward
Captures and structures tacit knowledge: interviews, coaching notes, exit data. The role most organizations have never thought to hire.
Analyst or Senior Analyst
Knowledge Governance and AI Ethics Lead
Owns policy, compliance, and the guardrails on what feeds the AI. Ensures the system operates within clear ethical and legal boundaries.
Each role includes a full job description, comp range, and sourcing strategy.
Ask about the hiring planHow this fits
The knowledge infrastructure your AI depends on
Every AI initiative your organization runs, your self-service assistant, your HRBP decision support tools, your onboarding automation, will perform better when it retrieves from a governed, structured, AI-ready knowledge store.
The knowledge management function Ikona builds in this engagement becomes the persistent foundation that every subsequent intelligence module draws from. This is not a standalone project. It is the infrastructure layer that makes the rest of your AI roadmap work.
Why Ikona
We have sat in the chairs you are trying to fill
Practitioners, not generalists
Our engagement leads are former Heads of People Analytics from Amazon, Google, Nike, and Meta. We have built HR knowledge functions at scale. We are not learning your domain on your dime.
Discovery grounded in real interviews
We do not arrive with templates. We run structured interviews across your organization, custom-designed for each person, and every deliverable is built from what we learn. The business case is yours, not a benchmark.
A fraction of big consultancy cost
A Big 4 firm would scope this engagement at $800K to $1.5M and staff it with generalists. Ikona delivers it at a fraction of that cost with a team that has done this before at organizations like yours.
Your AI initiatives are only as good as the knowledge they retrieve.
Tell us what is breaking and we will come back with a scoping approach within 48 hours.
Start the conversation