LabelingIQ in 100 seconds

Everything the platform does, and how little effort it takes to get going.

LabelingIQ

Your AI is only as good as the context behind it.

A model that doesn't know what your tables mean will answer confidently — and wrongly.

Today

That context exists. It's just scattered everywhere.

Undocumented tables
Tribal knowledge
Stale wiki pages
Spreadsheets
One overworked analyst
The idea

So ask the people who already know.

LabelingIQ crowdsources documentation, labeling, contextualization, and semantic layers — from the colleagues who work with the data every day.

Step 1

Pick a campaign type. That's the hard part done.

Consensus-Based

Participants rate a shared list of items, and rounds iterate automatically until real agreement is reached. Natural-language scoring standardizes wording so "cust_id" and "customer ID" count as the same answer.

Standard

Participants answer once. Results are curated and summarized as they arrive — ideal when you need coverage fast rather than convergence.

Step 2

Write one question. Get hundreds.

Rate the value of [SNIPPET:tables] for [SNIPPET:business_functions]
↓
…value of table1 for customer experience
…value of table2 for customer experience
…value of table1 for sales
…value of table2 for sales
Step 3

Ask for answers in any shape.

Yes / No
True / False
Numerical
Currency
Percentage
Likert scale
Semantic differential
Social distance
Image picklist
Video picklist
Custom categorical
Live SQL / NoSQL query

Plus conditional probing logic that reveals follow-up questions based on what someone just answered.

Step 4

Reach precisely the right people.

Finance
+
Sales
+
Raleigh
+
Technology

Only participants carrying all of these tags are asked.

Target by organization hierarchy too — synced in automatically from your HR system or via Web Services.

Who answers

Ask your own people — or the wider world.

Internal crowdsourcing

Send the campaign to your own workforce. Nobody is paid per campaign — they answer as part of their job, earning quality points and gift-card incentives instead.

External crowdsourcing

Some questions need answers from outside the building. Recruit paid participants from the public pool, matched to your campaign by the same tag targeting you just saw.

One campaign builder, either way — the only thing that changes is who gets asked, and whether they get paid.

Paying the crowd

You set the budget. Quality sets the rate.

Total budgeta hard ceiling
→
Min per campaignrushed answers
Max per campaigncareful answers
→
Paid outPayPal or Venmo

Recruiting stops automatically once the budget can no longer cover another participant.

Each payout is scored on the same quality measure the rest of the product uses — so paying more and getting more are the same thing.

Step 5

Iterate until the answer is trustworthy.

Consensus scoreTarget: 90%
Round 1 · 41%
Round 2 · 76%
Round 3 · 94% ✓

Participants can add and remove items as they go — consensus reflects genuine agreement, not a majority vote on a fixed list.

Step 6

Feed it straight to your AI.

Verified labelscontext & semantics
→
REST API/api/v1
MCP Serveragent-native
→
Your AI & chatbotscorrect answers

Human-verified ground truth your agents can query directly — no export, no copy-paste, no drift.

No learning curve

The product teaches you as you go.

✓ A Dashboard checklist that ticks itself off
✓ Step-by-step walkthroughs for both campaign types
✓ Contextual guidance on every single page
✓ An interactive tour that spotlights each next click

A brand-new admin can launch their first campaign the same day — with no training session.

Full capability set

And everything else you'd expect.

Consensus & Standard campaigns
Topics with participant-editable items
Snippet-generated questions
Conditional probing logic
Drag-and-drop question ordering
Database connections (SQL & NoSQL)
HR integrations & Web Services sync
Profile surveys & auto-tagging
Tag-intersection targeting
Scheduling & automatic restarts
Quality scoring & points
Gift-card incentives
Granular role-based access
LDAP & SAML single sign-on
Email notifications & reminders
Live security status dashboard
Get started

AI that answers correctly, because the data taught it to.

Start crowdsourcing your labels, context, and semantic layers today.

Ready to crowdsource AI-ready data?

Try LabelingIQ free for 7 days. No charge until your trial ends.

Start Free Trial