Do you want color changing lights or just one color temperature? If you want color, Iād stick with Hue and add either Zooz, Inovelli, or the Hue Wall Module for switches.
If you do not want color changing abilities, I personally use Lutron, but you could also go with Zooz, Inovelli, or some other brand that does Zigbee or Zwave switches.
I added HA to our new house earlier this year. It was a 10 year old house but had no HA going on.
I used Zooz Zwave products throughout. ZEN32's as scene controller in key areas, ZEN77 for dimmed fixtures and even 3/4 way way dimming (setup ZEN77s as slave virtual dimmers to the primary one), ZEN71/ZEN76 switches, a couple ZEN52s for existing switches, and a couple of ZEN04 for some table lamps. I am very happy with how things turned out.
Since you are doing new construction then I highly recommend neutral wire at every box. Its code in many districts now but even if it isn't in your area, do it anyway. I'd go with the largest boxes I would get for switch locations. I'd recommend deep 4"x4
boxes (>= 30 cu in) for single switch locations, That may seem overkill but put a mud ring on front of it to adapt it to a single switch. You'll appreciate the extra space given the size of smart switches.
3 (+?) way switch arrangement-compatibility with chosen switches, neutral reqt, etc.
Maintain functionality if no hub.
Paddle (Decora style) switches are way more common than toggles.
You might want to think about long range z-wave.
In any event, if there's nothing down there now, maybe you could do some testing to see how the signal is down there; some devices come with built-in meter (ie, led).
I went with Zigbee lights and Inovelli switches. You can set the Inovelli switches to disable local control mode. Then you can handle the on/off presses at the hub, as well as multiple taps. (One tap turns on the lights, two taps sets a night scene, three taps sets a theater scene, etc.) On top of that you can bind the switches to the lights so that they still work if the hub fails.
It is a bit overkill but for me it allows for the most control options and full color.