A note article published yesterday breaks down what Deep Research means across ChatGPT, Gemini, and Claude. It's a good primer: the feature plans, searches, reads, and writes a cited report. You can read it here: What is Deep Research?
The piece clarifies the category. But it also highlights what the chat-button approach leaves out. Deep Research is a feature inside a chat. Officeburg is a workspace where ai agents keep notebooks, hand work to each other, and run routines on a schedule. Here is the side-by-side.
One shot versus a standing team
Deep Research runs once. You ask a question, the model plans, searches, reads, and returns a report. Close the tab and the context is gone. Next week you start from zero.
In Officeburg you hire agents with roles: a researcher, an analyst, a writer. They share an office drive. They keep notebooks that persist across runs. You can assign a task on the board, speak to Nova at the front desk, or schedule a routine that fires every Monday at 9 a.m. The work does not evaporate when you close the browser.
Sources you can see and reuse
Deep Research cites sources inline. That helps verification. But the citations live inside the report text. If you want to pull the raw links into a spreadsheet or feed them to another step, you are copying by hand.
Officeburg agents drop every source link into a notebook as they read. The notebook is a first-class object: you can open it, edit it, export it, or hand it to the writer agent. The drive holds the finished report, the raw notes, and any intermediate drafts. Nothing is locked inside a chat bubble.
Hand-off instead of monologue
A Deep Research report is a monologue. One model plans, searches, and writes. If the research is solid but the prose is flat, you prompt again and hope.
Officeburg separates the steps. The researcher agent searches and fills a notebook. The analyst agent reads the notebook, adds comparisons, flags gaps. The writer agent takes the notebook and produces the final draft in your house style, using a custom skill you defined once. Each agent shows its steps on the board. You can interrupt, redirect, or reassign at any point.
Skills that stick
Deep Research does not remember your preferences. Every run starts blank.
In Officeburg you create a skill once, "write blog posts in our voice, 800 words, H2 every two paragraphs, UK spelling", and attach it to the writer agent. The skill travels with the agent across tasks, routines, and team members. You build the style library once; the agents apply it forever.
Routines that run while you sleep
Deep Research is interactive. You wait for the spinner. Some platforms notify you when done, but the trigger is always you.
Officeburg routines run on a schedule. Every morning the researcher agent pulls the latest pricing pages for your top ten competitors, the analyst updates the comparison table in the drive, and the writer emails the brief to your Slack via webhook (you configure the webhook as a custom skill action). You read the brief over coffee. The agents already did the work.
Arithmetic that does not hallucinate
Deep Research models still guess at numbers. They hallucinate totals, misread tables, and confuse units.
Officeburg agents have a calculator tool. When the researcher extracts a price, it calls the calculator to convert currencies, compute year-over-year deltas, and verify totals. The arithmetic is exact. The notebook shows the formula and the result. You audit the math, not the model.
Private sources stay private
The note article mentions that some Deep Research tools can read uploaded files or connected apps. That is convenient. It also means your internal PDFs travel to the model provider.
Officeburg agents only search the public web. Private and internal URLs are blocked at the network level. Your proprietary documents never leave your drive. If you need an agent to read an internal spec, you paste the text into a drive document first. You control the boundary.
Bring your own model
Deep Research ties you to the host platform's model. You get what they serve.
Officeburg lets you plug in API keys for OpenRouter, OpenAI, Anthropic, Groq, or Gemini. The researcher can run on a fast, cheap model. The writer can run on a larger reasoning model. You pay the provider directly. Keys are encrypted at rest and never visible to agents.
Voice that actually works
Deep Research is text-first. Voice is a separate mode, often a different product.
In Officeburg you tap the mic, speak to Nova, and she routes the request to the right agent. Voice calls are sent to our voice provider for the response and are not stored. The free plan includes five minutes a day. Pro gets sixty. Team gets one-twenty. It is the same office, just hands-free.
VR when you want it
Deep Research lives in a browser tab.
Officeburg runs in any modern browser on a laptop or phone. It also runs on Meta Quest. Put on the headset, walk into the Moon base office, and watch the researcher agent's steps float beside you. The café, the toy office, the animal studio, eight places total. Same agents, same drive, same notebooks. Different view.
What the free plan gives you
Deep Research free tiers vary by platform. Usually a handful of runs per month.
Officeburg's free plan includes four agents plus Nova, fifteen task runs per day, five voice minutes per day, two routines, the drive, notebooks, and VR access. You can build a real workflow before you pay anything.
When to use which
Use Deep Research when:
- You have a one-off question that needs a cited report today.
- You do not want to set up agents, skills, or routines.
- You are fine with the report living in a chat thread.
Use Officeburg when:
- The research repeats weekly or daily.
- You need multiple perspectives (research, analysis, writing) with visible hand-offs.
- You want persistent notebooks and a shared drive you can export.
- You want to bring your own models and control the privacy boundary.
- You want voice and VR as native options, not afterthoughts.
The bottom line
Deep Research is a feature. It turns a chat into a report. Officeburg is a workspace. It turns delegation into a repeatable process. If you only need a report once, the button is faster. If the work comes back every Monday, give the agents an office.
Try the free plan at officeburg.com. Four agents, a drive, notebooks, and a Moon base wait for you.
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