We show our work.
Lemma is built on the premise that trust requires transparency. The SCI formula is public. The roadmap is open. The data model is documented. Nothing is hidden.
Open SCI formula
The SCI is not a black box. Every component is published and auditable.
25
Practice
Sessions completed, XP earned
40
Proof
Evidence events, assessments, proofs
20
Reliability
Show rate, consistency, ratings
15
Freshness
Recency of evidence events
0+
Integrity
Governance flag (binary penalty)
SCI = Practice (0–25) + Proof (0–40) + Reliability (0–20) + Freshness (0–15), minus any Integrity penalty. The formula is versioned and deterministic – the same evidence always produces the same score.
Open roadmap
What we have shipped, what we are building, and what comes next.
Shipped
- SCI breakdown bars in Skill Passport
- LemmaCoins wallet with granular types
- Assessment adaptive difficulty v2
- Skill passport shareable link
- Smart matching v2 (12 signals)
- GitHub proof integration
- Developer API with webhooks
- Public beta launch
Building
- Team dashboard beta
- Session recording (with consent flow)
- Mobile-responsive session UI v2
- Skill governance admin tools
- SOC 2 Type II audit prep
- Bulk assessment invite API
- Referral program with LC rewards
Planned
- SSO / SCIM for enterprise
- Data residency options (EU)
- Public skill graph explorer
- Community leaderboards
- Formal bug bounty program
- Open-source SCI calculator
- Skill passport API v2 (W3C VC)
Data transparency
What we store, who can see it, and how to export it.
| Data type | Who can see it | Exportable |
|---|---|---|
| Profile data | You, employers you share with | Yes |
| Session evidence | You, your session partner | Yes |
| SCI score & breakdown | You, and anyone you share your passport with | Yes |
| Wallet ledger | You only | Yes |
| Authentication tokens | Never exposed – stored hashed | N/A |
| Analytics events | Aggregate only, no individual tracking | N/A |
To request a full data export or account deletion, contact privacy@getlemma.io.
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