the latest you can leave, updated live

Google Maps tells you what traffic is doing right now.

It does not tell you when to put your shoes on.

Every Angeleno knows the routine: refresh Maps, do mental subtraction, guess. This does the arithmetic instead. Tell it where you're going and when you need to be there, and it picks the latest departure that still gets you there on time, counts down to it, and keeps re-checking traffic in the background until it tells you to go.

The Leave Time Optimizer dashboard monitoring a UCLA to LAX Terminal 7 trip for a 6:45 PM arrival, showing three side-by-side countdowns: Relaxed leaving at 6:15 PM, Usual at 6:02 PM, and Important at 5:38 PM.
UCLA to LAX Terminal 7, arriving 6:45 PM. Relaxed says 24 minutes of driving. Important says 61. Same route, same target — the mode decides whether you leave at 6:15 or 5:38.
3

risk profiles side by side, so you choose your margin per trip instead of guessing one buffer for everything.

37 min

the spread between Relaxed and Important on that one real trip. That is the decision the tool exists to make.

9

Routes API calls per poll cycle: three sample times × three traffic models, because sampling only "now" is the wrong question.

1 file

A single self-contained HTML page. Paste in your API key and open it.

↓ where the three modes come from

Not invented. Google already publishes the range.

The three profiles are not a heuristic layered on top of Google. They are Google's own trafficModel parameter, queried three times:

Relaxed = OPTIMISTIC

Assumes conditions are better than typical. The latest leave-by time. For lunch with a friend who is late anyway.

Usual = BEST_GUESS

Google's realistic point estimate from live and historical data.

Important = PESSIMISTIC

Assumes worse than typical. The earliest leave-by time, with margin built in. For flights and interviews.

That spread is exactly the "typically 22–50 min" range the consumer Maps app shows you. The difference is that Maps hands you a range to eyeball and the developer API hands you three numbers you can compute with. The tool is not predicting traffic better than Google — it is turning Google's own uncertainty into a decision.

Diagram of a duration axis with OPTIMISTIC at 22 minutes, BEST_GUESS at 34 minutes and PESSIMISTIC at 50 minutes, with the Relaxed, Usual and Important mode labels mapped beneath each.
Three models, three modes.

trafficModel is silently ignored unless routingPreference is TRAFFIC_AWARE_OPTIMAL. No error, no warning — you just get the same number back for all three models and it looks like real data.

The gotcha that cost an embarrassing amount of time

↓ the design decision

Sampling the future, not the present

The naive build polls "how long is the drive right now" every few minutes. It works, and it answers the wrong question. If it is 5:00 PM and you plan to leave at 6:00, current conditions tell you about the 405 at 5:00 — and the 405 at 5:00 and the 405 at 6:00 are close to different freeways.

So instead the tool samples inside your likely departure window. On startup it fires one anchor probe for a departure 20 minutes before your target, uses that baseline to compute a realistic departure window, and then each cycle samples two times within that window plus one "now" sample for live conditions. Three samples × three traffic models = nine calls per cycle.

Diagram showing an anchor probe establishing a baseline, a derived realistic departure window, and sample points placed inside that window plus one at the current time.
Anchor, then window, then samples inside the window.

↓ using it

Open a tab while you're getting ready

It is a single-page app you leave open in a browser tab. It shows the countdown, updates the recommendation as traffic shifts, and when the moment arrives it fires a browser notification and an on-screen alert so you do not have to keep looking at it.

↓ what it costs and what it can't do

You bring your own API key

This is the real friction and it is worth stating plainly. The tool needs a Google Maps API key with four APIs enabled — Routes, Maps JavaScript, Places (the classic one, not "New"), and Directions — pasted into the HTML file. It is not a hosted service you can just click into, and at nine calls per poll cycle a long monitoring session is not free if you exceed Google's free tier.

It also inherits every limitation of its source. If Google's pessimistic estimate is wrong about a crash that has not happened yet, so is this. The tool improves the decision, not the underlying forecast.

Finish · what it is built on

Where the numbers come from

Routing
Google Routes API, queried three times per sample with different trafficModel values
Required setting
routingPreference: TRAFFIC_AWARE_OPTIMAL, without which the traffic model is ignored
Sampling
One anchor probe, then two in-window samples plus one live sample per cycle
Alerting
Browser notification plus an on-screen alert at the leave-by moment
Build
One self-contained HTML file. No server, no build step, no framework
Setup
Your own Google Maps API key, pasted into the file

Leave as late as you can get away with