Strategy

A Word Search is a Bad Search Problem

The computational complexity of word search puzzles — why brute force is slow and how smart algorithms make it fast.

From a computer science perspective, word search puzzles present an interesting computational challenge. Understanding why helps you solve them faster — both manually and with technology.

The Brute Force Problem

A naive approach to solving a word search checks every possible starting position, in every direction, for every word. For a 15x15 grid with 20 words, that means:

  • 225 starting positions × 8 directions × 20 words = 36,000 checks
  • Each check requires comparing up to 15 letters
  • Total: up to 540,000 individual letter comparisons

This grows quadratically with grid size and linearly with word count, making it increasingly slow for larger puzzles.

Why Humans Struggle

Humans are essentially running a brute force search, but we're bad at it. We get distracted, lose our place, re-scan areas we've already checked, and miss words hiding in plain sight. Our "algorithm" is inefficient and error-prone.

Smart Algorithms

Our solver uses a letter-indexing approach that dramatically reduces the search space:

  1. **Build an index:** Map each letter to all its positions in the grid
  2. **For each word:** Look up only the positions of its first letter
  3. **Check directions:** From each starting position, check all 8 directions

This reduces the average number of checks by 96% compared to brute force, because instead of checking every cell as a potential starting point, we only check cells that actually contain the word's first letter.

Time Complexity

  • Brute force: O(R × C × D × W × L) where R=rows, C=cols, D=directions, W=words, L=word length
  • With indexing: O(W × P × D × L) where P=positions of first letter (typically R×C/26)

For a 15×15 grid, that's roughly 225 checks vs 9 checks per word — a 25x speedup.

The Lesson for Manual Solving

You can apply the same principle manually: instead of scanning the entire grid for each word, find the first letter of your word and check outward from there. It's dramatically faster than scanning row by row.

Ready to put these tips into practice?