How many draws are there in Quarto?

C: 414298141056 draws found in about 5 2.5 minutes.

Just simple depth-first search with a symmetry-aware transposition table. We use the symmetry of attributes under permutation and the 8-fold dihedral symmetry of the board.

#include <stdint.h>
#include <stdio.h>
#include <stdlib.h>
#include <stdbool.h>
#include <string.h>

typedef uint16_t u8;
typedef uint16_t u16;
typedef uint64_t u64;

#define P(i, j) (1 << (4 * (i) + (j)))

#define DIAG0 (P(0, 0) | P(1, 1) | P(2, 2) | P(3, 3))
#define DIAG1 (P(3, 0) | P(2, 1) | P(1, 2) | P(0, 3))

u64 rand_state;

u64 mix(u64 x) {
    u64 a = x >> 32;
    u64 b = x >> 60;
    x ^= (a >> b);
    return x * 7993060983890856527ULL;
}

u64 rand_u64() {
    u64 x = rand_state;
    rand_state = x * 6364136223846793005ULL + 1442695040888963407ULL;
    return mix(x);
}

u64 ZOBRIST_TABLE[(1 << 16)][8];

u16 transpose(u16 x) {
    u16 t = 0;
    for (int i = 0; i < 4; i++) {
        for (int j = 0; j < 4; j++) {
            if (x & P(j, i)) {
                t |= P(i, j);
            }
        }
    }
    return t;
}

u16 rotate(u16 x) {
   u16 r = 0;
   for (int i = 0; i < 4; i++) {
       for (int j = 0; j < 4; j++) {
           if (x & P(3 - j, i)) {
                r |= P(i, j);
            }
       }
   } 
   return r;
}

void initialize_zobrist_table(void) {
    for (int i = 0; i < 1 << 16; i++) {
        ZOBRIST_TABLE[i][0] = rand_u64();
    }
    for (int i = 0; i < 1 << 16; i++) {
        int j = i;
        for (int r = 1; r < 8; r++) {
            j = rotate(j);
            if (r == 4) {
                j = transpose(i);
            }
            ZOBRIST_TABLE[i][r] = ZOBRIST_TABLE[j][0];
        }
    }
}

u64 hash_board(u16* x) {
    u64 hash = 0;
    for (int r = 0; r < 8; r++) {
        u64 h = 0;
        for (int i = 0; i < 8; i++) {
            h += ZOBRIST_TABLE[x[i]][r];
        }
        hash ^= mix(h);
    }
    return mix(hash);
}

u8 IS_WON[(1 << 16) / 8];

void initialize_is_won(void) {
    for (int x = 0; x < 1 << 16; x++) {
        bool is_won = false;
        for (int i = 0; i < 4; i++) {
            u16 stride = 0xF << (4 * i);
            if ((x & stride) == stride) {
                is_won = true;
                break;
            }
            stride = 0x1111 << i;
            if ((x & stride) == stride) {
                is_won = true;
                break;
            }
        }
        if (is_won == false) {
            if (((x & DIAG0) == DIAG0) || ((x & DIAG1) == DIAG1)) {
                is_won = true;
            }
        }
        if (is_won) {
            IS_WON[x / 8] |= (1 << (x % 8));
        }
    }
}

bool is_won(u16 x) {
    return (IS_WON[x / 8] >> (x % 8)) & 1;
}

bool make_move(u16* board, u8 piece, u8 position) {
    u16 p = 1 << position;
    for (int i = 0; i < 4; i++) {
        bool a = (piece >> i) & 1;
        int j = 2 * i + a;
        u16 x = board[j] | p;
        if (is_won(x)) {
            return false;
        }
        board[j] = x;
    }
    return true;
}

typedef struct {
    u64 hash;
    u64 count;
} Entry;

typedef struct {
    u64 mask;
    Entry* entries;
} TTable;

Entry* lookup(TTable* table, u64 hash, u64 count) {
    Entry* to_replace;
    u64 min_count = count + 1;
    for (int d = 0; d < 8; d++) {
        u64 i = (hash + d) & table->mask;
        Entry* entry = &table->entries[i];
        if (entry->hash == 0 || entry->hash == hash) {
            return entry;
        }
        if (entry->count < min_count) {
            min_count = entry->count;
            to_replace = entry;
        }
    }
    if (to_replace) {
        to_replace->hash = 0;
        to_replace->count = 0;
        return to_replace;
    }
    return NULL;
}

u64 count_solutions(TTable* ttable, u16* board, u8* pieces, u8 position) {
    u64 hash = 0;
    if (position <= 10) {
        hash = hash_board(board);
        Entry* entry = lookup(ttable, hash, 0);
        if (entry && entry->hash) {
            return entry->count;        
        }
    }
    u64 n = 0;
    for (int i = position; i < 16; i++) {
        u8 piece = pieces[i];
        u16 board1[8];
        memcpy(board1, board, sizeof(board1));
        u8 variable_ordering[16] = {0, 1, 2, 3, 4, 8, 12, 6, 9, 5, 7, 13, 10, 11, 15, 14};
        if (!make_move(board1, piece, variable_ordering[position])) {
            continue;
        }
        if (position == 15) {
            n += 1;
        } else {
            pieces[i] = pieces[position];
            n += count_solutions(ttable, board1, pieces, position + 1); 
            pieces[i] = piece;
        }
    }
    if (hash) {
        Entry* entry = lookup(ttable, hash, n);
        if (entry) {
            entry->hash = hash;
            entry->count = n;
        }
    }
    return n;
}

int main(void) {
    TTable ttable;
    int ttable_size = 1 << 28;
    ttable.mask = ttable_size - 1;
    ttable.entries = calloc(ttable_size, sizeof(Entry));
    initialize_zobrist_table();
    initialize_is_won();
    u8 pieces[16];
    for (int i = 0; i < 16; i++) {pieces[i] = i;}
    u16 board[8] = {0};
    printf("count: %lu\n", count_solutions(&ttable, board, pieces, 0));
}

Measured score (@wvdz):

$ clang -O3 -march=native quarto_user1502040.c
$ time ./a.out
count: 414298141056

real    1m37.299s
user    1m32.797s
sys     0m2.930s

Score (user+sys): 1m35.727s