Oscillation

Hire AI Native Workforce

See candidates perform realistic work before you bring them onto your team.

Oscillation AI Engineer candidate evidence dashboard

Built for every team hiring AI-native talent, across every role and function

Engineering
Sales
Support
Marketing
Product
Operations

AI is already part of the job

Hiring should show you who can use it well

Most hiring processes test a version of work that no longer exists

Resumes, hypothetical questions, and controlled assessments reward recall and polished presentation. Real work is open-book, tool-assisted, and collaborative. Banning AI creates fake conditions. Allowing it without visibility creates fake confidence.

AI can make weak work look convincing

A polished email, deck, financial model, campaign, customer response, or code change can be generated in minutes. The real skill is knowing what to ask, what to question, what to verify, and when the output is not good enough.

You cannot shadow every candidate through a real workday

If you could, you would see who finds the real problem, makes sound tradeoffs, catches AI mistakes, adapts when the evidence changes, and takes responsibility for the final result. Interviews rarely show that—and live observation does not scale.

AI is allowed. The process is observable. The evidence is reviewable.

How simulations are built

Bring a role, workflow, or real piece of work. Oscillation builds a realistic simulation with clear requirements, working context, and reviewable evidence.

Campaign

Graded below

A simulation to plan a product launch across channels.

Forecast

A simulation to rebuild a revenue model.

Escalation

A simulation to resolve a high-risk customer issue.

Ops Review

A simulation to find a process bottleneck and improve flow.

Job description auto-configured

Oscillation building now · ~2 minutes

  1. Readrole profile · customer success
  2. Draftscenario brief
  3. Assembleworkspace · 8 artifacts
  4. Verify6 graded requirements
  5. Questionswalkthrough · 4
Renewal Rescue90 min · Docs + CRM
Review

Real work simulations built this way.

Integrations

Connect your stack

Your ATS, your repositories, and your team tools—Oscillation plugs into the workflow your team already uses, starting with Lever and keeping planned connections clearly labeled.

Get started
  • Lever
  • Greenhouse
  • GitHub
  • Slack
  • Jira
  • Linear
  • Google Workspace
  • Microsoft 365
  • Notion
  • Workday
  • GitLab
  • AWS
  • Azure
Activation diagnosisLast 7 days

Trial activation funnel

Sign up
100%
Workspace
71%
Connect source
62%
First sync
24%
Invite team
19%
Largest dropConnect source → First sync−38 pp

User evidence

"I connected it, but I couldn't tell if anything happened."
"The permissions screen made me nervous."

Recommended sprint slice

01Show sync progress and recovery5 pts
02Explain permissions before OAuth3 pts
03Add team invite reminder2 pts

Product

AI allowed · Evidence captured

Find the Onboarding Leak

Diagnose the drop from signup to first value, choose the next sprint slice, and define how success will be measured.

FunnelsUser EvidencePrioritizationMetrics

REAL WORK / 01–06

Tasks that actually matter

Oscillation supports work that looks like the job. Candidates get the tools, files, context, and AI they would use across product, sales, customer success, marketing, design, and engineering.

Ask them to rescue an account, diagnose a funnel, qualify a deal, repair a checkout, or fix a production issue. Every action becomes reviewable evidence.

* Role-specific tools and environments are configured per task.
Cut costs

See the cost of weak hiring signal.

4
42
20%