Oddity1 provides an AI‑assisted workflow that lets high school counselors record on‑device interviews with students, annotate key moments, and automatically draft recommendation letters that preserve the counselor’s voice. The platform structures the process into Talk → Read → Write stages, flags thin evidence, and uses multi‑agent reviews to eliminate generic phrasing and hallucinations, while keeping all data local and FERPA‑compliant.
Funding
Funding not disclosed
Founders
Product
Problem
High school counselors must write dozens to hundreds of recommendation letters each year, often during a short, intense period, leading to extreme time pressure. Existing AI tools can speed up writing but generate generic, “bland” letters that fail university authenticity checks, risking students’ admission prospects.
Solution
Oddity1 offers an AI‑assisted workflow that transforms a counselor’s conversation with a student into a fully drafted recommendation letter while preserving the counselor’s voice and authenticity. Counselors record an on‑device interview; the system transcribes, highlights, and lets the counselor annotate key moments. Using these annotations, the platform helps the counselor brainstorm themes, synthesize a thesis, and identify missing evidence, prompting targeted follow‑up questions. The AI then drafts a letter grounded in the recorded quotes and the counselor’s past letters, with multiple reviewers checking for hallucinations, bland phrasing, and voice fit. Each sentence is linked to its source, ensuring traceability and compliance with FERPA and SOPPA.
Target Audience
Oddity1 is designed for high school counselors and college counseling offices that produce large volumes of recommendation letters and need to maintain authenticity while reducing drafting time.
Features
- On‑device audio recording and instant transcription that never leaves the counselor’s device
- Structured “Talk → Read → Write” workflow with annotation, brainstorming, and thesis synthesis tools
- Evidence audit that flags thin claims and generates targeted follow‑up prompts
- AI drafting that draws from the counselor’s own past letters to match cadence and phrasing
- Multi‑agent review system that detects hallucinations, blandness, and voice mismatches before finalizing
- Sentence‑level source citations displayed on hover for full provenance
- Full compliance with FERPA and SOPPA; all data stored locally with no server upload