Keep your AI for thinking. Hand off the digging.
Claude or ChatGPT stays in charge of the reasoning. Searching, reading and cross-checking your documents goes to a low-cost worker model you choose. It reports back in a few paragraphs, with the exact source for every finding.
Internal benchmark: reasoning-model input tokens −98.6%, same answer quality. See the numbers ↓
Thinks
- Understands your question
- Weighs the evidence
- Writes the answer
Does the legwork
- Searches every file
- Reads what matters
- Cross-checks, cites ch03.docx:112
Stay where they are
- Word, PDF, sheets, slides
- Markdown, notes, text
- One workspace across apps
Your best model spends its effort on errands.
Ask your AI a question about a large folder and it starts digging: search, open, read, search again. Dozens of rounds, each one resending everything it has read so far.
Same answers. A fraction of the work on your main model.
10 real questions over a 2,275-file manuscript, 40 runs. Totals for the reasoning model over 20 runs per mode. The reasoning model was driven through its API; tests inside the Claude and ChatGPT apps are in progress. Full methodology →
Three steps, no agents to configure.
Connect
Paste one connector URL into Claude or ChatGPT.
Point it at your documents
Any format you work with. Your workspace stays put between sessions and is shared across the AI apps you connect.
Ask as usual
Your AI hands the digging to the worker, gets back a short sourced report, then does the thinking.
Thinking stays with your AI
The model you trust makes the judgment calls.
Every finding has a source
The exact file and location for every claim, so you can check it in seconds.
Bring your own worker
Any low-cost worker model you pick, or a local one. You pay the provider directly; we never resell tokens.
One workspace, many apps
The same files and history in Claude and ChatGPT.
Setup in one URL
Built for people who don't want to configure agents.
Works with every document
Word, PDF, spreadsheets, slides, notes. No conversion needed.
Writers
Ask about your manuscript like you'd ask an assistant who has read every chapter.
Marketing & content
Find what you already wrote and what the brand guide says before you write the next piece.
Researchers & analysts
Cross-check dozens of documents. What wasn't found is listed too.
Developers
Remote MCP backend. Bring your own key, pick your worker model.
Your people adopt AI one by one. Marshal lets IT see and govern all of it.
Route, approve and account for every AI request. Approvals, quotas and audit, deployed in your own environment.
Built by MKA Plus.
MKA Plus has run managed IT for organizations for more than 10 years. The same team that keeps networks and systems running now builds and deploys AI products, and stays on to support them.