What we've built.

Three products, all in production. Each one started from a real problem worth solving.


Slotly

Live

slotlyai.com

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Academic timetabling is an NP-hard constraint satisfaction problem. Faculty availability, room capacity, course dependencies, lab requirements, and administrative constraints all have to resolve simultaneously. The solution space grows exponentially with institution size.

Most colleges solve this with spreadsheets, spending 2–4 weeks per semester and still discovering conflicts after publication. Slotly replaces that with constraint optimization that generates conflict-free schedules in minutes.

Key capabilities

  • Multi-objective constraint optimization with intelligent backtracking
  • Real-time conflict detection with plain-language explanations
  • Multi-tenant SaaS with full institutional isolation
  • Role-based access control across faculty, admin, and students

Serving 10,000+ daily users across multiple institutions.


Say It Like

Live

sayitlike.app

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Voice cloning has been cloud-dependent, account-gated, and privacy-invasive by default. Say It Like runs entirely on-device: local ML models, no server calls, no account required. Clone any voice from an audio file or microphone recording and generate speech from text, privately, on your Mac.

It integrates into macOS at the system level via Services, so you can select text in any app and speak it in a cloned voice without switching context.

Key capabilities

  • Clone from any audio file or live microphone recording
  • Fully local ML inference, no cloud, no account
  • System-wide macOS Services integration
  • Fine-tune with speed, style, and generation presets

Available on the Mac App Store.


Jiffy

Live

jiffy.live

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Colleges accumulate years of domain-specific knowledge: admissions policies, fee structures, course catalogs, placement data, but no way to make it instantly accessible. Generic chatbots hallucinate. Standard RAG systems lose context. And none of them understand the nuance of institutional knowledge.

Jiffy uses Integrated Context Architecture (ICA) to build a purpose-fit knowledge agent for each institution. During admission cycles, when query volumes spike to 500+ per day, Jiffy handles them accurately, in whatever language the student writes in.

Key capabilities

  • Custom knowledge ingestion pipeline for institutional data
  • Multilingual support across multiple languages
  • Confidence scoring with human escalation for low-confidence queries
  • Jiffy Pulse analytics: topic trends, geographic insights, peak activity

These systems reflect how we work: identify a problem with real complexity, architect for production from the start, and build for longevity. If you're facing something similar, let's talk.

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