Multisport Training At The Top! AI and You? It's Not As Simple As You Think
- Paul Gardner
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- Apr 13
- 10 min read
Updated: May 2

Triathlon training has evolved significantly with the rise of technology-driven coaching platforms. Among the most popular are the newly arrived AI driven Transition App and the older TriDot system used by athletes and coaches alike. We've trialled it too as an athlete and a coaching tool but we won't include our findings here. How does racestronger® stack up against these two?
Each platform offers a unique approach to training, with distinct methodologies, plan structures, and athlete benefits. Understanding these differences helps triathletes like you choose the system that fits your lifestyle, goals, and training preferences best. So we thought it appropriate in this AI vs racestronger® test to ask AI itself We asked Chat GPT and Google Gemini. We asked them to ignore the 'marketing fluff or quasii scientific descriptions from the website sources unless they were founded on science. As both point out, AI can make errors and you're best to check for yourselves
Their response broke down the core methodology behind each system, what the AI based solutions looked like versus ours, the benefits and drawbacks, and which type of athlete gains the most from each approach. Their recommendations are included. Which athlete are you?
Context
On top of the general comparison, we asked for a specific example comparison and created 'Mike', an atypical target market athlete for us to see what would likely suit him best if he was in the market for a plan or an app, not a coach. He swims 1:32 per 100, runs 4:30 per KM, and has an FTP of 255 Watts. He's got 12 hours per week to train and thinks that his swim is his limiter. Goal, qualify for European and World 70.3 Champs

How Each System Works: Methodology Breakdown
The foundation of any training platform is its methodology — the engine that drives how plans are created, adjusted, and delivered
Transition: Adaptive AI System
Transition uses an adaptive artificial intelligence model that continuously adjusts training plans based on real-time data. Its core is a reactive optimization loop that rewrites plans dynamically, factoring in:
Workout performance
Fatigue levels
Missed sessions
Transition integrates training, nutrition, and recovery into one system. It emphasizes a “life-first” approach, allowing plans to shift day-to-day to fit an athlete’s schedule and condition. This makes it highly responsive and flexible and probably more suitable to athletes that embrace technology, are still becoming sport self-aware and may not be as self-motivated as top level athletes in multisport or those coming to multisport from a strong single sport background
Plans are never fixed—they evolve constantly based on feedback, compliance and missed sessions
Key points:
Fully adaptive and reactive on a week to week basis
Real-time plan rewriting
Integrated nutrition and recovery guidance
Minimal thinking input from the athlete
TriDot: Algorithmic Optimization Model
TriDot relies on predictive modeling using athlete testing data and large datasets. It predicts the optimal training load and intensity based on:
Fitness benchmarks like FTP (Functional Threshold Power) for cycling
Swim and run test results
Less flexible day-to-day than Transition, changes happen in larger time blocks
More 'guided optimisation' than Transition's guided coaching
Dataset bias toward compliant, already-fit athletes, predominantly male and US based who are good responders to training stimulii and completers of own data results
Limited ability to individualise injury risk and durability
Risk of converging athletes toward “average optimal”
The system uses structured periodization with controlled adaptation but does not adjust daily for life’s unpredictability. It focuses on data-driven progression and race-specific preparation
Key points:
Structured and data-driven
Uses testing benchmarks for personalization
Adjusts based on performance trends, not daily changes
Balancing load across disciplines
Less strong than Transition and racestronger® in the area of S&C
racestronger®: Human-Designed Performance System
racestronger® follows a deterministic progression model designed by British Triathlon, their qualified coaches and in use by their top athletes and high performance centres. The workouts are taken and adapted from these sources, with Great Britain and Australia the only two nations recognised by the IOC as outstanding in their triathlon coaching
The system includes testing cycles and race simulation workouts within a plan's progression and overload from start to race day. It manages load discipline by optimizing swim, bike, and run training independently within a modular framework that the athlete chooses according to their strengths and weaknesses. Athletes also choose their preferred training metrics within a traditional periodization approach that is recognised by the :
Base phase (endurance and speed / self selected S&C)
Build phase (race effort and efficiency)
Peak and race simulation phase (specificity)
Taper
Key points:
Coach-led, structured periodization
Emphasis on progression blocks and load management within each discipline and overall
Modular planning by discipline ensures non-asymmetric training results
Comprehensive instruction, video demonstrations, swim and run channels and very large endurance sport resource library including nutrition and hydration
What Training Plans Look Like
The methodology influences how training plans are structured and delivered
Transition's Plans
Transition's plans have a dynamic weekly structure. Sessions can shift day-to-day depending on how the athlete performs and their life schedule. Plans include:
Swim, bike, run, and strength workouts
Nutrition and recovery prompts
Sessions whose intensity changes in response to previous workouts
The feel is fluid and highly responsive, adapting to missed workouts or fatigue immediately
TriDot's Plans
TriDot offers a structured weekly layout based on fitness metrics and predicted race demands. Plans are consistent week-to-week but adjust after testing or performance assessments. They focus on:
Frequent, targeted sessions
Balanced load across disciplines
Race-specific intensity zones
racestronger® Plans
racestronger® plans follow a traditional periodization model with clear phases. Each discipline is optimized independently, integrated into the bigger picture and coordinated for overall progression. Plans include:
Testing cycles to measure progress in individual disciplines and set training zones
Race simulation workouts for pacing and strategy
Emphasis on building fitness, speed and power in blocks including S&C
Unusually, their plans include access to detailed technique videos for run and swim

Benefits and Drawbacks of Each System
Understanding the strengths and weaknesses helps athletes decide which system fits their needs
Transition Benefits and Drawbacks
Benefits:
Highly flexible and adaptive to life’s unpredictability
Minimal athlete thinking
Integrates nutrition and recovery, offering a holistic approach
Real-time adjustments prevent overtraining or undertraining
Drawbacks:
May feel less structured for athletes who prefer a fixed plan
Requires consistent data input for best results
Some athletes may find daily changes disruptive
"Good enough" training and not always optimal training
TriDot Benefits and Drawbacks
Benefits:
Data-driven and evidence-based, ideal for athletes who like numbers
Structured plans provide clear progression and race focus
Good for athletes with stable schedules who can follow a consistent plan
Drawbacks:
Less flexible for unexpected life events or missed sessions
Heavy reliance on testing benchmarks may be intimidating for beginners
Adjustments happen less frequently, which may delay response to fatigue
racestronger® Benefits and Drawbacks
Benefits:
Clear, coach-designed structure with proven periodization
Modular approach allows focus on weaker or stronger disciplines (optimal training for each discipline independently)
Includes race simulations for practical preparation, limits- learning and specificity to test abilities within likely national and global competitor benchmark norms
Drawbacks:
Less adaptive to day-to-day changes in athlete condition or schedule
May require more discipline and planning from the athlete
May require more self motivation and desire for improvement than Transition and TriDot, geared to PB and race results
Which Athlete Benefits Most from Each System?
Choosing the right system depends on your personality, lifestyle, and training goals.
Transition is Best For
Busy athletes with unpredictable schedules who need flexible plans
Those who want integrated nutrition and recovery support
Triathletes who prefer a responsive system that adapts daily
Beginners to Intermediate abilities 👉 Ideal mindset:
“I want to train consistently without thinking too much”
TriDot is Best For
Data-driven athletes who enjoy tracking metrics and testing
Those with consistent training availability and a preference for structure
Athletes targeting specific race distances with clear performance goals
Intermediate to upper intermediate 👉 Ideal mindset:
“I want an optimised plan based on my numbers”
racestronger® is Best For
Athletes who want a traditional, performance coach-designed periodization plan, without the expense of the coach
Those self aware athletes who through experience know their strengths and weaknesses inside out
Those who want to be able to customise their training individually to fine tune their performance in chasing race podiums, PBs and major championship qualification / honours, they trust the process will get them there
👉 Ideal mindset:“I want to maximise performance through recognised race proven training” and "make me fast"
The Real-World Truth (What Actually Matters)
At lower levels:
AI powered training works as training compliance (session completion) is around 'stickiness' and novel innovation for newer and less well trained athletes
Consistency matters most
At mid-level:
Transition vs TriDot becomes relevant in terms of features and lifestyle / sporting goals
Mid-level includes ambitious club athletes who fit the 'experienced athlete' abilty in racestronger®'s parlance so this platform enters the mix at lower ability end
Structure + adaptation both matter more
At high level:
The deciding factor is how well a system targets limiters, supports single sport strengths and builds progression
That’s where:
Transition → too general
TriDot → structured but less flexible
racestronger® → most precise
Bottom line
Transition
→ best adaptive system ✔ Most flexible
❌ Less proven at highly competitive levels ❌ Might not suit athletes who like some predictability to future sessions
❌ Training becomes reactive to athlete situation not progressive
TriDot
→ best data-driven optimiser
✔ Strong science
❌ Can feel rigid, bit of a lag in reacting to athlete schedules
❌ Doesn't deal with injury or fatigue well
racestronger®
→ best performance system
✔ National Performance Centre designed overload + adaptation cycles
❌ Athlete must manage missed sessions, fatigue and schedule changes
👉 This is the biggest trade-off:
Transition and TriDot = High to lower adaptive convenience
racestronger = performance precision
📌 Important: racestronger explicitly targets top ~15% of athletes aiming for AG performance, podiums, or qualification
Back To 'Mike'
If you remember we asked for an honest apprisal for an atypical racestronger® target athlete - 70.3, qualify for worlds, 1:32 swim pace, FTP 255, 4:30 pace per KM run, 12 hours per week, swim limiter If we asked for a less advanced athlete recommendation we're sure the responses would not favour racestronger®'s modular approach
AI viewed 'Mike's profile as follows 👇:
Swim: 1:32/100m → borderline front-pack AG, but not quite decisive yet
Bike: FTP 255 → solid, but depends heavily on weight
Run: 4:30/km off the bike → strong, competitive
Volume: 12h/week → enough to qualify if optimised
Limiter: swim → 🔑 this is the key variable
Translation: Mike is already in the top ~10–20% of age groupers, and gains now come from precision, not just consistency
At his level: 👉 The difference between qualifying and not =~3–6% performance improvement
That does not come from:
generic plans
reactive adjustments
“just train consistently”
It comes from:
targeted limiter work
precise load distribution
race execution
AI Training Plans vs racestronger®
TriDot and Transition (powered by AI) would:
Keep Mike consistent
Adjust around missed sessions
Manage fatigue automatically
Where they fall short :
❌ No deep swim progression system
❌ Not aggressive enough in limiter targeting
❌ Risk of “moderate everywhere” training
❌ Lacks race-specific precision at sharp end
👉 For Mike, this likely leads to: plateau just below qualifying level
racestronger® (powered by Lovetri Racing)
What it does exactly right in his case:
✅ Threshold-based zones per discipline
✅ Structured progression blocks
✅ Built-in testing + recalibration
✅ Race-specific build for 70.3
✅ Modular focus (you can bias swim heavily)
👉 It allows intentional over-allocation to his limiter (swim)🏊
At 70.3 level: Moving from 1:32 → ~1:25/100m= ~3–4 min saved= + better bike positioning= lower energy cost That alone can be the difference between:
mid-pack AG
Worlds slot contention
Here’s the problem:
Transition and TriDot won’t aggressively fix that. They will adapt, but not attack the limiter.
racestronger® can be set up to do exactly that, with:
frequency and intensity (including open water race sims) (3–4 swims/week)
speed sessions that work for world class athletes combined with race effort and threshold intervals
structured progression
Expected outcome difference
If you use Transition or TriDot:
Likely outcome:
small improvements across all disciplines
Performance gain:👉 ~1–3%
❌ Probably not enough to qualify
If you execute racestronger properly:
Likely outcome:
meaningful swim improvement
better race-specific durability
Performance gain:👉 ~3–7%
✅ This is in qualifying territory
Summary
As with all our posts we aim to objective, unbiased and as helpful as possible. The AI models we used were able to interrogate the brands to which we pointed them and we have reproduced their findings here. We haven't gone into the indepth weekly comparisons as detailed tables weren't our aim
Most common weaknesses of AI triathlon platforms
“AI” often means regression modelling, not true intelligence
dataset bias toward compliant, already-fit athletes who may or may not understand data recording importance
poor handling of real-world variability (life stress, terrain, technique limits)
limited ability to individualise injury risk and durability
oversimplification of physiology into single metrics
genetic optimisation claims are weakly supported scientifically
algorithm opacity prevents falsification
risk of converging athletes toward “average optimal”
These issues matter more for:
beginners
atypical physiologies
time-limited athletes
injury-prone athletes
athletes with highly uneven strengths across disciplines
Most common weaknesses of racestronger®
plans rely on athletes understanding that training is a process and progression
athletes need to be self-motivated and goal driven, no AI bots / virtual coaches
plans are not suitable for beginners as they are aimed at performance-driven athletes
2 or 3 individual ability disciplines have to be downloaded to create a full dualsport or triathlon plan which can take slightly longer, but they download pre-synchronised into one full complete plan automatically
athletes are stepping up into the realms of high level coaching processes and won't be familiar with some elements of their plan which is outside of the norm
athletes will need to be self-aware when it comes to adapting for injury or understanding when rest is needed over and above that specified
These issues matter more for:
beginners
poor completers
those disinterested in the 'why' and how of training and just want to follow a plan without distraction
athletes who not honest with their abilities or get their ability wrong (swaps are offered)
athletes who are highly social and prefer training in groups or with friends
We're happy to have confirmed our belief that if you are a top level athlete searching for those marginal gains, who doesn't want the services of a coach, then we stand alone in our triathlon offering.
Plainly TriDot and to our eye, Transition, do excellent jobs too, and they may work for top age-group athletes, but their sweet spot is the busy or cash-poor athlete not quite at the tip of the spear yet. If that's you, we can wait!



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