Jeremy Neely
Text Jeremy
AI & Agents · Production
TokenX
Measures what each Hatz AI model really costs, then helps people choose.
Built for: AME staff and Secure AI clients choosing AI models
The problem
Hatz offers dozens of AI models but does not publish a per-model credit rate, and credits post in delayed batches. Without real numbers, people overspend or pick a cheap model that fails at the job.
What I built
I built a Python command-line tool that runs the same chat on every Hatz model and watches the credit meter to measure cost per 1,000 tokens. The results feed a plain-language HTML model guide that also ships inside Secure AI for Excel.
How it works
- Take a baseline reading of the credit meter.
- Run a fixed sample chat on one model.
- Wait for the credits to post and compute the rate.
- Retest suspect results and save progress safely.
- Merge costs with public benchmarks into the HTML guide.
Built with
- Python 3.10+ (stdlib only)
- unittest
- Windows DPAPI
- Hatz.ai REST API
- Node.js
- HTML/CSS/JavaScript
More of Jeremy's work
Web Apps & Dashboards
Security & Compliance
Documents & OCR
- OCR WatchReads handwritten parts sheets on the PC and flags only uncertain entries.
- AME-XDOCMoves hundreds of Word documents to a new template, and checks itself.
- Meeting Executive Summary EmailA 30-second meeting summary page, with the detail one click away.
- OCR Review StudioUpload a scan, check OCR line by line, tune it, export Markdown.
AI & Agents
- AME MCP ServerOne governed doorway between AI assistants and business systems.
- CAD Drawing IndexLets staff ask their AI assistant what is inside AutoCAD drawings.
- Secure AI Hatz TipsFact-checked how-to answers inside the AI chat customers already use.
- Hatz User WatchWarns admins before any person runs out of AI credits.
- AI Hours TrackerAI interviews staff and writes up each AI time-saving win for leadership.
- Meeting Summary BuilderTurns a Teams or Zoom transcript into a branded Word meeting summary.
- Hatz Usage WatchTray app that tracks every Hatz AI client's monthly credit use and warns early.
- Secure AI for ExcelChat with any Hatz AI model inside Excel and let it do the work.
- FollowUp AITracks sent emails still waiting on a reply and helps close them.
- localzeroInbox-zero triage for Outlook Classic, run locally with Claude.
- Secure AI Advanced ChatSaved-prompt workspaces for Claude through the Hatz AI gateway.
- Hatz Admin ToolkitAdmin tools for moving users and bulk-assigning roles in Hatz AI.
- Secure AI Process MapThe 90-day Secure AI onboarding program on one clickable page.
Desktop Apps
- MDViewA portable Markdown reader and editor for Windows, one file, no install.
- CommCentralTeams, Outlook, calendar, inbox KPIs and an AI assistant in one window.
- N-ToolsOne portable Windows toolkit to diagnose, repair and document a PC.
- TicketNotesTime tracker that drafts Q360 timebill notes with AI.
- Activity LogRecords your workday and turns any time range into a ticket write-up.
- PriorityNotifyVIP emails and Teams chats that break through meetings and mute.
- MeetingRemindMeeting reminders that check you actually joined the call.
- MyDashA self-building launcher for every tool in a scripts folder.
- AppWatcherKeeps important tray apps running and alerts when they keep failing.