diff --git a/Dockerfile b/Dockerfile
index 54155c1..0201887 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -66,4 +66,4 @@ RUN apt update
 RUN apt install sqlite3
 USER appuser
 # Expects that the source code will be mounted into the container
-CMD uvicorn app:app --reload --host 0.0.0.0
+CMD uvicorn app:app --reload --host 0.0.0.0 --log-config ./local-run-log-config.yaml
diff --git a/app/routers/__init__.py b/app/routers/__init__.py
index 0c0b83b..7006c61 100644
--- a/app/routers/__init__.py
+++ b/app/routers/__init__.py
@@ -1,6 +1,6 @@
 from fastapi import APIRouter
 
-from . import base, decks, games, players, score, seed, stats
+from . import base, decks, games, players, score, seed, stats, suggest
 
 api_router = APIRouter(prefix="/api")
 html_router = APIRouter()
@@ -11,11 +11,13 @@ api_router.include_router(games.api_router)
 api_router.include_router(score.api_router)
 api_router.include_router(seed.api_router)
 api_router.include_router(stats.api_router)
+api_router.include_router(suggest.api_router)
 
 html_router.include_router(decks.html_router)
 html_router.include_router(players.html_router)
 html_router.include_router(games.html_router)
 html_router.include_router(seed.html_router)
 html_router.include_router(stats.html_router)
+html_router.include_router(suggest.html_router)
 
 html_router.include_router(base.html_router)
diff --git a/app/routers/suggest.py b/app/routers/suggest.py
new file mode 100644
index 0000000..b6ffbb3
--- /dev/null
+++ b/app/routers/suggest.py
@@ -0,0 +1,145 @@
+import logging
+
+from collections import defaultdict
+from dataclasses import dataclass
+from itertools import product
+
+from fastapi import APIRouter, Depends, HTTPException, Request
+from fastapi.responses import HTMLResponse
+from sqlalchemy.orm import Session
+from sqlalchemy.sql.expression import func
+from typing import Callable, List, Mapping, Optional
+
+from app.routers import players
+from app.sql import models
+from ..sql.database import get_db
+from ..templates import jinja_templates
+
+api_router = APIRouter(prefix="/suggest", tags=["suggest"])
+html_router = APIRouter(
+    prefix="/suggest", include_in_schema=False, default_response_class=HTMLResponse
+)
+
+LOGGER = logging.getLogger(__name__)
+
+
+@api_router.get("/matchup")
+def suggest_game(
+    player_ids: Optional[str] = None,
+    excluded_decks: Optional[str] = None,
+    strategy_id: Optional[str] = None,
+    db=Depends(get_db),
+):
+    if not strategy_id:
+        strategy_id = "smallest_score_spread"
+    if strategy_id not in STRATEGIES:
+        raise HTTPException(
+            status_code=400,
+            detail=f"Cannot generate a matchup recommendation with strategy {strategy_id}. Available options: {STRATEGIES.keys()}",
+        )
+
+    # TODO - this should be an error, surely!
+    player_ids_as_list = list(map(int, player_ids.split(","))) if player_ids else []
+    excluded_decks_as_list = (
+        list(map(int, excluded_decks.split(","))) if excluded_decks else []
+    )
+    LOGGER.info(f"{player_ids=}")
+    LOGGER.info(f"{excluded_decks=}")
+    return STRATEGIES[strategy_id].strategy(
+        player_ids_as_list, excluded_decks_as_list, db
+    )
+
+
+def smallest_score_spread_strategy(
+    player_ids: List[int], excluded_decks: List[int], db: Session
+):
+    row_number_column = (
+        func.row_number()
+        .over(
+            partition_by=[models.Deck.name],
+            order_by=models.EloScore.id.desc(),
+        )
+        .label("row_number")
+    )
+
+    sub_query = (
+        db.query(
+            models.Deck.id, models.Deck.name, models.Player.name, models.EloScore.score
+        )
+        .join(models.Player, models.Deck.owner_id == models.Player.id)
+        .join(models.EloScore, models.Deck.id == models.EloScore.deck_id)
+        .filter(models.Deck.owner_id.in_(player_ids))
+        .filter(models.Deck.id.not_in(excluded_decks))
+        .add_column(row_number_column)
+    )
+
+    sub_query = sub_query.subquery()
+    query = db.query(sub_query).filter(sub_query.c.row_number == 1)
+    results = query.all()
+
+    decks_by_player = defaultdict(list)
+    for row in results:
+        LOGGER.info(f"Processing {row}")
+        decks_by_player[row[2]].append(
+            {"id": row[0], "name": row[1], "latest_score": row[3]}
+        )
+
+    # Tried using `heapq` for this logic but it keps producing duplicates :shrug:
+    matchups = []
+    for info_tuple in product(*decks_by_player.values()):
+        scores = [info["latest_score"] for info in info_tuple]
+        score_spread = max([abs(x - y) for (x, y) in product(scores, repeat=2)])
+        matchup = Matchup(
+            # Oof, there's _definitely_ a better way of doing this...
+            participants=list(
+                zip(decks_by_player.keys(), [info["name"] for info in info_tuple])
+            ),
+            score=100 - score_spread,
+            description=f"Score spread of {score_spread}, between {max(scores)} and {min(scores)}",
+        )
+        matchups.append((score_spread, matchup))
+
+    matchups.sort(key=lambda tup: tup[0])
+    return [item[1] for item in matchups[:5]]
+
+
+# `order=True` so that tuples containing these can be put into a heap
+@dataclass(order=True)
+class Matchup:
+    # `participants` is a List of dictionaries containing `player_name` and `deck_name`
+    participants: List[Mapping]
+    score: int
+    description: str
+
+
+@dataclass
+class StrategyDefinition:
+    strategy_id: str
+    friendly_name: str
+    # Parameters are:
+    # `List[int]` of player_ids
+    # `List[int]` of excluded_decks
+    # `Session`, a db-connection
+    strategy: Callable[[List[int], List[int], Session], List[Matchup]]
+    description: Optional[str] = None
+
+
+STRATEGIES: Mapping[str, StrategyDefinition] = {
+    strat_def.strategy_id: strat_def
+    for strat_def in [
+        StrategyDefinition(
+            strategy_id="smallest_score_spread",
+            friendly_name="Smallest Score Spread",
+            strategy=smallest_score_spread_strategy,
+        )
+    ]
+}
+
+
+@html_router.get("/matchup")
+def suggest_matchup_html(request: Request, db=Depends(get_db)):
+    return jinja_templates.TemplateResponse(
+        request,
+        "suggest/matchup.html",
+        {"players": players.list_players(db=db), "strategies": STRATEGIES},
+    )
diff --git a/app/static/js/suggest/matchup.js b/app/static/js/suggest/matchup.js
new file mode 100644
index 0000000..429f398
--- /dev/null
+++ b/app/static/js/suggest/matchup.js
@@ -0,0 +1,43 @@
+function change_strategy(eventData) {
+    $('#strategy_select option[value=-1]').attr('disabled', 'disabled')
+}
+
+function get_matchup(eventData) {
+    console.log($('.player-checkbox:checked'))
+    player_ids = $('.player-checkbox:checked').map(function(){return $(this).val()}).get().join()
+    strategy_id = $('#strategy_select').val()
+    console.log(`Player_ids is ${player_ids}`)
+    console.log(`Strategy_id is ${strategy_id}`)
+    
+    $.ajax({
+        type: 'GET',
+        url: '/api/suggest/matchup?player_id',
+        data: {
+            player_ids: player_ids,
+            strategy_id: strategy_id
+        },
+        contentType: 'application/json',
+        dataType: 'json',
+        success: function(data) {
+            console.log(data);
+            $('#matchup_display_div').html('<h1>Suggested matchups</h1>')
+            for (var i = 0; i<data.length; i++) {
+                matchup = data[i]
+                $('#matchup_display_div').append($(`<h2>Matchup ${i+1}</h2>`))
+                console.log(`${matchup['description']}`)
+                $('#matchup_display_div').append($(`<strong>Description:</strong> <span>${matchup['description']}</span>`))
+                $('#matchup_display_div').append($(`<h3>Participants</h3>`))
+                ol = $('#matchup_display_div').append($('<ol>'))
+                for (var j = 0; j<matchup.participants.length; j++) {
+                    ol.append($(`<li><strong>${matchup.participants[j][0]}</strong> playing <strong>${matchup.participants[j][1]}</strong></li>`))
+                }
+            }
+        }
+    })
+}
+
+$(document).ready(function() {
+    $('#strategy_select').on('change', change_strategy);
+
+    $('#get_matchup').click(get_matchup)
+})
\ No newline at end of file
diff --git a/app/templates/base.html b/app/templates/base.html
index 50b4aed..155b4b1 100644
--- a/app/templates/base.html
+++ b/app/templates/base.html
@@ -26,6 +26,8 @@
                 </div>
             </div>
 
+            <a class="topbar_item" href="/suggest/matchup">Suggest Matchup</a>
+
         </div>
         <div id="create_game_button">
             <a id="create_game_link" href="/game/create">Record New Game</a>
diff --git a/app/templates/suggest/matchup.html b/app/templates/suggest/matchup.html
new file mode 100644
index 0000000..3f71171
--- /dev/null
+++ b/app/templates/suggest/matchup.html
@@ -0,0 +1,30 @@
+{% extends "base.html" %}
+
+{% block title %}Suggest Matchup{% endblock %}
+
+{% block head %}
+{{ super() }}
+<script src="/static/js/suggest/matchup.js"></script>
+{% endblock %}
+
+{% block content %}
+<h1>Suggest a Matchup</h1>
+<h2>Who's playing?</h2>
+{% for player in players %}
+<input type="checkbox" id="checkbox-{{ player.id }}" name="checkbox-{{ player.id }}" class="player-checkbox" value="{{ player.id }}">
+<label for="checkbox-{{ player.id }}">{{ player.name }}</label>
+{% endfor %}
+
+<h2>How do you want to pick a matchup?</h2>
+<select name="strategy_select" id="strategy_select">
+    <option value="-1">Select Strategy...</option>
+    {% for strategy in strategies.values() %}
+    <option value="{{ strategy.strategy_id }}">{{ strategy.friendly_name }}</option>
+    {% endfor %}
+</select>
+<br/>
+<br/>
+<button id="get_matchup">Submit</button>
+<div id="matchup_display_div"></div>
+
+{% endblock %}
\ No newline at end of file
diff --git a/compose.yaml b/compose.yaml
index 94eacd4..2d28771 100644
--- a/compose.yaml
+++ b/compose.yaml
@@ -9,6 +9,7 @@ services:
         source: ./app/
         # Yes, really - we're using `/app` as the WD within the container, but `uvicorn` requires an import path.
         target: /app/app
+      - ./local-run-log-config.yaml:/app/local-run-log-config.yaml:delegated
     ports:
       - 8000:8000