Direction, evidence grade, and study type are AI-generated labels (gpt-5-mini), not human-verified. Syntheses are LLM-written. "Tensions" are machine-detected candidates, not confirmed contradictions. A research-acceleration tool, not peer review.
How this is built →
1Distinct papers
2Unique collaborators
1/1OpenAlex citation coverage
Publication span: 2026. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Openalex:
A5128257919
ORCID evidence
No valid ORCID is stored.
Observed aliases (2)
- Florian Gatzlaff (openalex, provider refresh)
- Gatzlaff, Florian (openalex, provider refresh)
Topics and outcomes in this view
Assessment themes
- Governance: 1 paper
- Human Ai Collab: 1 paper
- Org Design: 1 paper
- Productivity: 1 paper
- Skills Training: 1 paper
Claim outcomes
- Task Allocation: 1 paper
- Adoption Rate: 1 paper
- Developer Productivity: 1 paper
- Employment: 1 paper
- Error Rate: 1 paper
- Governance And Regulation: 1 paper
- Innovation Output: 1 paper
- Market Structure: 1 paper
- Output Quality: 1 paper
- Regulatory Compliance: 1 paper
- Research Productivity: 1 paper
- Skill Acquisition: 1 paper
- Task Completion Time: 1 paper
- Wages: 1 paper
Papers in the OpenAlex view
Latest stored OpenAlex author observations only. Citation counts below are from the same provider and are not combined with other services.
Scroll the table horizontally to see every column.
| Paper | Author evidence | Date | Provider citations |
|---|---|---|---|
| AI tools speed routine coding and prototyping at Netlight but create errors, context gaps and integration costs that increase the value of human supervision and orchestration. Firms that build effective orchestration and tooling layers — and hire for system-design and coordination skills — are likely to capture disproportionate productivity gains.openalex | Gatzlaff, Florian provider id |
2026-03-06 | 0 |
Citation observation summary
OpenAlex supplied counts for 1 of 1 papers in this view; 0 are missing. The observed paper counts sum to 0 cumulative citations. This is a coverage summary, not an author score or h-index.