v2.7.0 ⚡ On-Device AI Running Coach & Biomechanical Intelligence

Your running form, decoded.

Turn raw Apple Watch telemetry into personalized, actionable coaching. Real-time conversational AI coach, daily structured workouts, pre-run primers, ACWR readiness, and indoor treadmill intelligence—100% on your device.

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30-Day Cadence Baseline
170 SPM (+4 SPM)
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Privacy Guarantee
100% On-Device
30-Day Rolling relative baseline calculated strictly from your personal physiology.
AI Coach Apple FoundationModels with native tool calling and conversation memory.
Runs & Primers Structured daily workouts and warm-up primers with Apple Watch export.
Zero Cloud SwiftData local SQLite storage. No accounts, ads, or data tracking.
ENGINEERING DISTINCTION

Built for runners who value form and privacy.

No generic 180 SPM rules. No mandatory account signups. Every insight is generated locally on your iPhone.

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30-Day Relative Baseline

Your cadence, pace, and cardiac efficiency are benchmarked strictly against your personal 30-day rolling history—never arbitrary textbook numbers.

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Interactive AI Running Coach

On-device Apple FoundationModels with pure native tool calling. Ask questions about your form, fatigue, or splits with zero math hallucinations.

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Structured Runs & Pre-Run Primers

Daily prescribed sessions tailored to your active goal (5K, 10K, Half, Marathon, or Base Building), with pre-run primers and instant Apple Watch WorkoutKit export.

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ACWR Readiness & Biological Safety

Acute:Chronic Workload Ratio tracking protects you against overtraining. Automatically adapts workout volume when fatigue is detected.

VISUAL TOUR

Take a closer look at the experience.

Runalyst Biometrics Preview
01 / RAW RUNNING TELEMETRY

Intelligent Running Biometrics

Ditch static vanity metrics. Runalyst extracts live cadence deltas, vertical oscillation, and ground contact balance from Apple Watch and benchmarks them against your rolling 30-day relative baseline.

  • Zero arbitrary targets: evaluated strictly against your personal physiology
  • Sub-second cadence delta tracking against your 30-day average
  • Working stats engine that automatically trims dead-stop traffic pauses
QUANTITATIVE & QUALITATIVE ARCHITECTURE

The science, math, and logic under the hood.

Most fitness apps compress hours of running into misleading single numbers. Here is how Runalyst analyzes your continuous movement, isolates real-world form, and protects your health.

INTELLIGENT RUN DETECTION 01

Automatic 11-Type Workout Classification

Standard running apps flatten entire workouts into simple averages, missing the critical nuance between warmups, hard intervals, and recovery. Runalyst tracks your pace shifts and cadence rhythm in real time to categorize every segment automatically.

Intelligent Workout Recognition
  • Multi-Resolution Signal Analysis: Evaluates acceleration gradients, peak cadence clusters, elevation correlation, and stop-to-run transition dynamics.
  • 11 Distinct Archetypes: Accurately identifies Pyramid Workouts, Hill Repeats, Urban Traffic Runs, Track Intervals, Tempo Surges, Strides, Steady Effort, Long Run, Recovery Run, Progression Run, and Fartlek.
  • 98.26% Machine Learning Accuracy: Validated on authentic outdoor continuous telemetry with strict safeguards preventing classification conflicts.
WORKOUT READINESS 02

Visual Workout Phases & Apple Watch Export

Executing complex interval drills requires mental preparation and clear pacing geometry before stepping onto the track or road.

Pre-Run Mental Readiness & Geometry
  • Proportional Phase Timelines: Warmup, surge reps, recovery blocks, and cooldown segments are rendered with exact duration weights.
  • 5-Point Mental Preparation Modal: Presents Target Cues, Biomechanical Focus, Phase Breakdown, Strategy, and Effort bands before initiating.
  • Dynamic Duration Scaling: Instantly scales active work and recovery intervals across 5m, 10m, and 15m presets, ready for one-tap export to Apple Watch WorkoutKit.
PHYSIOLOGICAL SAFETY 03

Cardiovascular Guardrails Prevent Overtraining

AI coaching should never compromise runner safety or recommend intense workouts during physical fatigue. Runalyst continuously monitors heart-rate-to-pace decoupling before prescribing drills.

Automatic Fatigue & Cardiac Protection

When heart rate climbs while pace slows down (cardiac drift), Runalyst instantly recognizes internal fatigue:

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Automatic Recovery Override: If cardiovascular strain exceeds safe limits, the app automatically pauses high-intensity intervals and prescribes gentle aerobic recovery—protecting your heart and joints.

Your health and long-term adaptation always override race goals. You get adaptive, motivating coaching with zero risk of overtraining.

PERSONALIZED BASELINES 04

30-Day Time-Locked Longitudinal Baselines

Generic coaching claiming every runner must hold 180 SPM is physiologically incorrect. Optimal cadence and vertical oscillation depend on leg length, height, running economy, and aerobic history.

Eliminating Hindsight & Universal Bias
  • Strict Rolling Window: Every biometric split is benchmarked against your personal rolling 30-day baseline on the day you ran.
  • No Hindsight Leakage: Historical workouts are evaluated strictly against what your baseline was on that day—never retroactively biased by runs that happened weeks later.
  • Coupled Form Diagnostics: Vertical oscillation (>10 cm) is mathematically linked to cadence to detect forward bounding vs. compact turnover.
REAL-WORLD ACCURACY 05

Smart Traffic Pause Trimming & Field Calibration

Waiting at traffic lights and street crossings corrupts pace and biomechanical averages with resting zeros. Runalyst filters out stationary stops to report your true Working Stats while running.

Authentic Biomechanical Precision
  • Smart Pause Detection: Intelligently detects and trims stationary pauses at red lights to calculate true Working Stats. When running continuously without stops, it preserves pure Apple HealthKit data without distortion.
  • Tested on Authentic Outdoor Roads: Calibrated and validated across real-world outdoor road workouts with steep hills, traffic pauses, and variable weather—not sterile synthetic simulations.
  • Sensor Noise Resilience: Rigorously stress-tested against real-world GPS jitter, cadence anomalies, and heart rate monitor lag across 137 automated test suites to guarantee zero false alerts.
BIOMECHANICAL TRIAGE • INJURY PREVENTATIVE ARCHITECTURE

Why We Focus on Those Metrics

Most fitness trackers report cadence, stride length, and ground contact time as isolated, disconnected metrics. Runalyst connects all three to pinpoint running form: overstride is not a single number—it is the direct interaction of tempo, reach, and impact time.

THE OVERSTRIDE RISK FORMULATION
Overstride Risk = (Low Cadence) ∧ (High Stride Length relative to Speed) ∧ (Elevated GCT)
01

Low Cadence (Δ < Baseline)

When turnover drops below your personal 30-day baseline, each stride requires higher vertical flight time to sustain pace. This allows the swinging foot to drift and strike significantly ahead of your center of mass.

Biometric Signal Cadence < 30-Day Mean
02

High Stride Length / Speed

A long stride is only efficient when driven by powerful rear hip extension at race speeds. Artificially reaching forward with a straight knee during aerobic paces generates sharp deceleration shockwaves through the tibia and knee.

Biometric Signal Stride Length / Velocity Ratio ↑
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Elevated Ground Contact Time

Spring-like running relies on rapid Achilles tendon elastic recoil (<230 ms). Landing in front of the center of mass spikes GCT (>260 ms) as the body stalls in a braking phase rather than immediately rolling forward.

Biometric Signal GCT > 250–270 ms
Good Stride Kinematics Spring Elasticity
Optimal Running Stride Kinematics — Foot lands beneath pelvis center of mass with flexed knee spring
Foot Strike Alignment Under Center of Mass (<5 cm)
Knee Flexion on Contact 15°–20° Soft Spring Cushion
The Visual Tell Shin drops straight down beneath hip
How It Feels Stepping onto a low step beneath you
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    No Protractor Needed — How It Feels: You feel weightless and light, like stepping onto a low step right beneath your pelvis. Your knee stays soft like a shock absorber, immediately rolling into effortless forward propulsion.
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    How Apple Watch Confirms It: Rapid Achilles tendon elastic recoil (<230 ms Ground Contact Time), controlled vertical bounce (6.0–9.0 cm), and fluid cadence (170–182 SPM).
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    Forward Energy Transfer: Because ground force directs horizontally through the hip, zero energy is lost fighting deceleration.
Overstriding Kinematics Braking Shockwave
Overstriding Biomechanics — Foot reaches ahead with locked knee creating braking shockwave
Foot Strike Alignment Ahead of Pelvis (>30 cm Reach)
Knee Flexion on Contact Locked & Straightened (<5°)
The Visual Tell Shin kicks forward ahead of body
How It Feels Stomping the brakes on each step
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    No Protractor Needed — How It Feels: You feel a sharp deceleration jolt through your heel, knee joint, and lower back with every step. You feel like you are continually stomping the brakes and fighting your own momentum.
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    How Apple Watch Detects It: Prolonged pavement stall (>260 ms Ground Contact Time), excessive vertical bouncing (>10.0 cm), and sluggish turnover (<160 SPM).
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    Braking Collision Shockwave: Landing ahead of the hip converts forward speed into severe joint collision forces, spiking shin splint and patellar tendinitis risk.
🧠 Corrective Mental Cues from On-Device AI Coach
“Quick off the ground”
Focus on lifting off rather than stomping down. Naturally quickens cadence and minimizes ground contact time.
“Run on ice”
Encourages light, quiet landings with soft knees to absorb impact smoothly and protect joint cartilage.
“High knees, low ankles”
Keeps lower leg tucked under the knee, preventing the foot from reaching or casting forward.
“Drive through your glutes”
Lengthens stride behind through full rear hip extension rather than overreaching out in front.
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Smart Multi-Signal Coaching: No metric is penalized in isolation—downhill coasting or sprint acceleration will never trigger a false alarm. Only when low cadence, excessive reach, and braking ground contact occur together does Runalyst intervene, prescribing targeted drills like Cadence Pyramids or Rhythm Intervals to bring your foot strikes back underneath your center of mass.

Architectural Comparison: Runalyst vs. Standard Fitness Apps

Feature Dimension Standard Fitness Apps Runalyst Native Engine
Run Classification Flat averages (misses interval structure and rests) 11 Automatic Workout Profiles • Dynamic Pace Intervals • Visual Phase Timelines
AI Coaching Logic Generic advice or cloud LLM guesses without physiological safety Personalized Safety Guardrails • 100% On-Device AI
Baseline Standards Static universal charts (e.g. 180 SPM for all body types) Personalized 30-Day Moving Window (time-locked to run date)
Sensor Noise & Pauses Traffic stops dilute stride length and cadence Smart Dead-Stop Trimming with precision HealthKit sync
Privacy & Data Pipeline Health telemetry transmitted to external cloud servers 100% On-Device • SwiftData SQLite • Apple Silicon local inference
Runalyst Icon

Ready to run smarter?

Experience private, on-device biometric telemetry and intelligent AI form coaching on your iPhone and Apple Watch.

Requires iOS 18.0 or later • Apple Watch Series 4+ • 100% Private & On-Device