How it works

How TriPB turns your numbers into a finish

No black box. Here is exactly what each input does, how the three bands and the cutoff calls are produced, where the race data comes from, and — just as important — where the model stops and your judgement (and your race’s Athlete Guide) takes over.

1 · The inputs and which way each pushes your time
Input Affects Direction of effect
Swim pace / 100m Swim split + swim-cutoff margin Slower pace → longer swim, thinner swim-cutoff margin
Wetsuit / open water Swim split Wetsuit speeds you up; open water adds ~6% over pool pace
FTP + weight, or flat speed Bike split + run penalty Drives a physics power↔speed model; harder effort = faster bike but a bigger run fade
Bike climbing (m) Bike split Climbing time = potential energy ÷ your power, partly recovered downhill
Wind & temperature Bike + run Wind adds aero drag; heat slows the bike slightly and the run a lot
Recent 10K / half / marathon Run split (fresh baseline) Riegel-projected to the race run distance, weighted to the closest PR
Run durability (1–5) Run penalty More long runs & bricks → you hold pace off the bike
First-timer at the distance Transitions + run Adds transition time and a small extra run fade

Everything is deterministic and monotonic: the same inputs always give the same answer, and improving an input never makes you slower.

2 · Three bands, not an error bar

A single predicted time hides the one decision that matters: how hard to ride. So TriPB runs the whole race three times under three pacing disciplines.

  • Aggressive — higher bike intensity, leaner transitions, slightly bolder swim. Faster bike, but the run penalty grows.
  • Realistic — balanced, sustainable effort — the most likely outcome on the day.
  • Safe Finish — protect the legs and the cutoffs: ride within yourself so the run holds together.

Each band is a full re-computation, not the realistic number ±X%.

3 · The bike→run coupling

The idea the whole tool exists to surface: you never run a triathlon on fresh legs. Your run is a function of how you rode.

We start from a fresh, open run projected from your PRs, then add a penalty: ~14% for a 70.3 and ~20% for a 140.6 at a balanced effort. That penalty grows with bike intensity, heat, first-timer nerves, and low run durability — and shrinks if you ride conservatively.

This is why "ride to a fast bike split" so often produces a slow overall time — the bike is borrowing from the run at interest.

4 · Less data → a wider range, on purpose

Leave a field blank and TriPB substitutes a typical first-timer value and tells you it did. The honest consequence is a wider band, not false precision. Add your swim pace, a power number or a recent run and the range tightens around you.

The result always flags exactly which fields were estimated.

5 · Where the cutoff data comes from

Triathlon’s hard problem is not the maths — it is that routes, cutoffs and aid stations change year to year. So every cutoff on a race page carries a source, a last-verified date, the clock basis (gun vs your rolling start), and a link to the official Athlete Guide.

We label each number template (the generic mass-participation structure) or verified, and the tool always defers to your race’s Athlete Guide for your year.

6 · The fueling numbers — and who they are NOT for

The fueling plan starts from widely used endurance ranges and scales them to your race duration, body weight, heat and sweat rate: roughly 60–90 g of carbohydrate, 400–800 mg of sodium and a fluid target per hour. These are starting points to rehearse in training, not prescriptions.

This is race-strategy guidance, not medical or nutritional advice. If you have diabetes or any metabolic condition, a history of GI issues, are pregnant, are under 18, or take medication that affects hydration or blood sugar, set your fueling with a qualified professional — not a calculator. Always test every plan in training before race day.
7 · Who builds this, and how to challenge a number

TriPB is an independent tool built by endurance athletes and engineers, not affiliated with IRONMAN or World Triathlon. The model is grounded in standard cycling physics and published endurance-sport ranges; the race data is compiled from public athlete guides and course information. It is not medically reviewed.

If a cutoff, course figure or projection looks wrong for a race you know, tell us — point to the Athlete Guide and we will correct it. That feedback loop is the plan for keeping the data trustworthy.

🏊
Add TriPB to your home screen
Your race plan, one tap away — works offline on race morning.