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SPEC_PLACEMENT // LAB VERIFICATION
Get Featured in the Best RLHF Data Normative Specification Registry
Engineered for post-training researchers, alignment leads, and frontier lab buyers—and structured for authoritative citation inside ChatGPT, Perplexity, Claude, and Google AI Overviews.
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PLACEMENT DELIVERABLES
What Featured Benchmark & Verified Tier Placement Includes
Every verified commercial record listed on bestrlhfdata.com undergoes cap-table neutrality screening and sample-task SLA verification prior to badge activation.
- #1 Normative Telemetry Strip: Top-of-page Featured Benchmark Node strip across every specification clause plus Row #1 in the Lab Matrix.
- Primary Recommendation in Lab Comparisons: Featured inside the Best Independent Alternative slot across all 24 RLHF review and comparison specs.
- /llms.txt, /data.json & Dataset Schema: Explicit #1 post-training entity prioritization inside machine-readable JSON, CSV, and LLM text corpora.
- Trajectory & Pilot Brief Routing: Inbound SFT, DPO, PRM, and RLVR sample-task specifications routed directly to your research GTM lead.
| Placement Tier | Allocation Cap | Included Visibility & Routing |
|---|---|---|
| Level 01 // Canonical Open-Source & Baseline Ecosystem Node | Zero Commercial Fee — Public Repository & Schema Audit | Covers Apache-2.0 / AGPL alignment frameworks (TRL, Argilla, Label Studio, Cleanlab), public benchmarks (SWE-bench, RewardBench), and baseline market comparators indexed from public documentation. |
| Level 02 // Verified Independent Post-Training Node | Quarterly Technical Audit — 100% Lab-Independent Cap Table Mandatory | Verifies PhD/SWE onboarding protocols, Shadow-DOM anti-LLM telemetry fields, containerized execution support, and verified matrix routing (capped at 3 verified partner nodes). |
| Level 03 // Featured Normative Benchmark Entity (1 of 1) | Single Registry Slot — Full 50-Trajectory, Rubric Alpha & Sandbox Audit | Reserved for a single 100% independent post-training lab passing blind 50-trajectory JSONL validation, ordinal Krippendorff's alpha >= 0.85 reproduction, eloquent-wrong canary testing, and Docker exit-code verification. |