A Maturity Model for Trust & Safety Tooling
Mapping the safety stack across stages of platform growth.
As digital platforms scale, they often struggle to identify which safety infrastructures are essential at different stages of growth, leading to reactive rather than proactive harm mitigation. This workstream produces a maturity model that guides organizations through the evolution of their safety stack — from early-stage startups to established enterprises — by identifying the technical and organizational milestones required at each stage.
The shape of the model
Teams that get safety right tend to invest in the same kinds of infrastructure in roughly the same order — but the order is mostly folklore, and few teams have the benchmarks to know when to invest ahead of the curve. This workstream maps that progression into a public model that platforms can use to plan.
A maturity model for trust & safety isn't a checklist — it's a description of which capabilities tend to keep the next failure from happening.
Proposed stages
A first sketch of the stages we expect the model to cover, with the characteristic risks and investments at each. Final stage definitions will emerge from expert interviews and industry benchmarking.
- 01
Seed
- Org size
- <10
- Dominant risk
- Founder-led moderation, ad-hoc tools
- Focus
- Define acceptable use; build minimum reporting + takedown path.
- 02
Early
- Org size
- 10–50
- Dominant risk
- First abusive growth patterns
- Focus
- Lightweight automation; on-call rotation; incident logs.
- 03
Growth
- Org size
- 50–500
- Dominant risk
- Coordinated abuse, regulator awareness
- Focus
- Specialized T&S team; classifier pipeline; transparency reporting.
- 04
Scale
- Org size
- 500–5,000
- Dominant risk
- Cross-jurisdictional obligations, novel harms
- Focus
- Policy operations; appeals; red team; cross-platform signals.
- 05
Mature
- Org size
- 5,000+
- Dominant risk
- Systemic impact, public scrutiny
- Focus
- Research function; external audits; cross-industry coordination.
What this workstream will produce
- A staged maturity framework with capability checklists
- Industry benchmarking data behind each stage
- A self-assessment teams can run against the model
- A reference reading list for each stage's investments
The committee is recruiting practitioners to share their team's history at each stage. Membership and contact paths are handled through the parent committee page.
Visit the TSF page