Responsible AI for Meaningful Educator Feedback
2gnoMe AI generates clear, Framework-aligned feedback from the evidence you already collect — saving administrators time while preserving professional judgment.
90%+ district retention
Why This Matters
Districts invest enormous time collecting observation notes, evidence, and reflection data — yet much of it stays locked in forms and spreadsheets. 2gnoMe AI turns that evidence into clear, aligned, and actionable feedback, without automating judgment or scoring.
Save an Hour per Teacher
Principals and evaluators get back about one hour per teacher on narrative writing alone — time they can reinvest in coaching, classroom visits, and real conversations.
Aligned to Your Framework
Feedback is organized around your chosen teaching framework (like Danielson’s FFT), making evidence easier to interpret, compare, and act on across classrooms.
Actionable, Teacher-Centered
Drafts highlight strengths, focus areas, trends, and next steps — giving teachers clearer, more respectful feedback that supports professional growth, not compliance.
Validated AI for Real Educator Growth
2gnoMe/AI, validated by The Danielson Group’s AI Credential, is built to strengthen human judgment. We use AI responsibly and transparently to support equitable, high-quality instruction at scale.

Aligned to Danielson FFT
Our AI is grounded in the official Framework for Teaching, honoring its domains, language, and developmental intent.
Evidence-In, Feedback-Out
Evidence in 2gnoMe → Anonymized CSV → AI Instruction File → Draft Feedback → Human Review & Edit.
Built For Educator Growth
Designed with educators, the tool strengthens reflection, supports coaching conversations, and keeps professional learning anchored in real classroom evidence.
Protects Instructional Integrity
Feedback and recommendations support evidence-based practice, never oversimplifying teaching or replacing nuanced, human instructional judgment.
Draft, Review, Refine
The AI generates a coherent, fully editable draft. Principals can ask for evidence references or rewrite sections in their own professional tone.
Privacy, Ethics & Validation
2gnoMe AI is designed around fairness, transparency, and respect for educators. The Danielson Group’s AI Validation Badge recognizes tools that use AI responsibly and in support of professional growth — not as a replacement for human judgment.
What Stays Protected
- Anonymized data only: no names, emails, or direct identifiers.
- No AI scoring, label assignment, or automated evaluation decisions.
- No teacher or student data stored by the AI or reused for training.
- FERPA-compliant environment managed on AWS by 2gnoMe.
What Stays Human
- Administrators retain full authorship and accountability.
- Drafts are editable and can be rewritten in the admin's voice.
- Feedback remains evidence-based, respectful, and growth-oriented.
- AI accelerates clarity; people define the message.
What Leaders Are Saying
Early field testing with principals, coaches, and district leaders shows strong trust and time savings without losing the nuance of human feedback.
Key Outcomes for Districts
2gnoMe already supports measurable improvements in teaching practice, retention, and administrative efficiency. The AI feature amplifies these gains by reducing the friction of narrative feedback.
Implementation: Fast, Safe, and Practical
Because the AI feature is built on top of the existing 2gnoMe platform, districts can pilot quickly and scale without changing their core systems.
See 2gnoMe AI in Your Context
Let us show you how this feature can work with your frameworks, your evidence, and your district’s priorities.
AI that supports educators, not replaces them.


