New Pilot Launch
Test Feasibility Before Full-Scale Spend
Launching an AI program is a huge investment—one that pilot programs help protect. Productive Playhouse brings the structure, human expertise, and enterprise AI experience to run pilots that signal readiness for success in production.
Trusted by enterprise teams building at scale
Benefits of a pilot program
Get Clarity Before You Commit
Find the answers you need to move forward, or course correct, with rapid pilot programs. You’ll get clear go/no-go clarity and credible proof of concept, all run by an experienced third-party partner.
Stakeholder alignment
Give stakeholders something real to rally around
Alignment happens faster when stakeholders see tangible outputs. Get internal buy-in with pilot programs trusted by some of the biggest leaders in tech.
- Bring rigorously tested, unbiased results to leadership
- Establish performance benchmarks and start to prove ROI
- Let your internal teams stay focused on what they do best
Operational visibility
See the full picture before you scale
Get clear visibility into the operational requirements and costs of growth. We surface the full picture for your team, so you can move forward with fewer surprises.
- View requirements, workflows, guidelines, and cost structures
- Properly scope your program to avoid costly mistakes
- Pressure-test internal team readiness
- Leave with a plan that holds up at volume
Parallel testing
Test multiple approaches in tandem
Find the right approach without slowing down. By running multiple pilots simultaneously, we create comparative datasets at speed.
- Choose the right path faster without sacrificing rigor
- Increase efficiency by avoiding sequential testing
- Compress your decision timeline
Risk mitigation
Surface compliance and security risks early
Stress-test compliance in a controlled environment that contains exposure. We’ll partner with you to evaluate risk and develop solutions.
- Safely evaluate sensitive workflows, regulated data, and complex use cases
- Protect your organization from gaps in safety and compliance
- Cleanroom facilities, SOC II certified, and HIPAA compliant
Pilot Capabilities
Common Pilot Types
- SxS Model Evaluation: Structured AI model comparisons across speech, text, and multimodal outputs with rubric design, IRA, gold set calibration, and adjudication. Delivered 300+ evaluations across 4 leading LLMs and 6+ rating dimensions.
- Audio Data Collection: In-the-wild voice and audio collection across target locales with solo and multi-speaker recordings, controlled and natural environments, demographic representation, and client-specific metadata.
- Personalization & Autorater: End-to-end pilots for personalization model evaluation and Autorater development for frontier model comparisons across multiple models.
- Multilingual Transcription: Native-speaker-validated transcription with speaker diarization, timestamps, non-speech elements, and client standards. Supports curated evaluation sets and high-volume production.
From Pilot to Production
Pilots aren’t one-off engagements. The workflows, quality chains, rater pools, and tooling configured during your pilot are the same infrastructure that scales to production, so the transition is operational, not a restart.
Use Cases
Your Partner From First Concept to Full Production
Get support at every step of your AI lifecycle with a partner that’s seen it all. PPH can mobilize 50 to 500+ contributors, launch pilots in 24–72 hours or 4–6 weeks, and protect sensitive work through SCIF-aligned workflows. With 10+ years supporting Fortune 10 companies, we help move programs from concept to production with speed and confidence.
Case Studies
Built for Teams Like Yours
Explore how Productive Playhouse partners with enterprise AI programs to solve complex challenges at scale.
Resources — Case Studies
Case Study: Separating Evaluation Noise From Real Model Performance
Resources – Case Studies
Case Study: Real-Time Multilingual Translation Content Moderation for Global Video Provider
Resources – Case Studies
Case Study: Secure Infrastructure for Sensitive AI Training Data
Resources – Case Studies
Case Study: A Production-Grade Speech Dataset for In-Cabin Voice (GAS)
Ready to Build AI that
Performs in the Real World?
Partner with a team that brings expert linguistic assessment, global language depth, and real-world testing to every stage of your program.