Personally, I would not use an Arduino based solution in this case.
How about:
- Use a Raspberry Pi (or other light weight low power linux machine?) as a Wifi access point and an Asterisk VoIP PBX, create a conference room on it.
- Have your team members use a VoIP app like Zoiper or Bria on their smart phone, dial into the conference room.