SYNTH-99 · Guide

Sweet spot, tempo and sub-threshold work

No study tests sweet spot by name; for a time-limited athlete it is a defensible quality session, not a substitute for easy riding or for work above threshold: set it from a measured threshold and judge it by feel and drift, never by a fixed % of FTP, lengthen it before raising it, change it when the measured outcome stops moving

Main caveat: Indirect by construction. Nothing here tests the guide's named subject.
limited, mixed evidenceMostly from recreational to highly trained athletes

The question it answers

A time-limited endurance athlete has a slot for hard work and asks about sweet spot, tempo or "just under threshold". Should that slot go to this work, to more easy volume, or to intervals above threshold; how is it set; how is it progressed; and when should the athlete stop relying on it?

Short answer: count the week first; the work takes a quality slot and not an easy one; on two quality sessions keep one above threshold; set the target from a measured threshold and let feel and drift overrule the number; add minutes before watts; read the block by its outcome; and change the lever when a block that was done shows no change.

The assistant says plainly that sweet spot as a named format has never been tested, and it never presents a band as a law.

What the words mean here (vocabulary, not findings). Heavy domain: above the first threshold (VT1, LT1), below the steady-state ceiling (MLSS or critical power), PHYS-07 (the domains established; which marker places the ceiling contested). Tempo and sweet spot have no agreed definition.

Coaches usually put tempo in the lower part of that band and sweet spot in the upper part, with sweet spot commonly quoted as 88-94% of FTP, a figure from coaching sources with no traced origin that no study has tested (REF-1453's reading calls the band a convention with no trial and gives no figure).

"Between-threshold" is the trials' term: zone 2 in REF-1444, REF-1454, REF-094 and REF-086 means between the first and second thresholds, not easy "Zone 2". Threshold in this guide means the ceiling itself.

What this guide owns and what it leaves

Owns (decided here)Leaves to
Whether a quality slot goes to work just under threshold, to more easy riding or to intervals above thresholdHow many quality sessions the week carries → SYNTH-26; how easy easy is, and when more of it is not the answer → SYNTH-51
Where the target sits against a measured threshold, and what a fixed percentage can and cannot sayWhich test to run → SYNTH-53; which marker is the boundary → PHYS-07, SYNTH-27; heart-rate anchors → SYNTH-38
Progressing the work, and when to stop relying on itThe threshold session's ladder and RPE wording → SYNTH-27; rep shape → SYNTH-80; choosing the block's lever and reading it → SYNTH-42; what counts as a plateau and the noise bands → SYNTH-93; block order → SYNTH-90
How strong the grey-zone warning isIntervals above threshold, including 30/15 and 4 × 8 → SYNTH-33, SYNTH-80; the double-threshold method → SYNTH-03; durability → SYNTH-32

Default — the decision, in order (what to prescribe first)

Not from a study; the base's own practice for the order of steps, the session count, the pairing of one sub-threshold and one above-threshold session, the ladder, the starting percentage, the review length and the switch rule. No study tests any of these. The sources say what each step rests on:

1

It takes one quality slot, never an easy day, and it is called what it is: no study tests sweet spot by name. No study in the base, and none found in a search of PubMed and Europe PMC (2026-10-29/30), tests sweet spot by name; one narrative review outside the base uses the term, as another name for the zone between the thresholds.

What exists are trials of training between the thresholds, or set by intensity domain. The base's default threshold session is this kind of work under another name: 4 × 10 min progressing to 2 × 20 min just below threshold, about 6-7 of 10 (SYNTH-27, B-).

2

Count the week before choosing. The number of quality sessions comes from SYNTH-26's table (B-; every count practice): none mandatory for a beginner; on three sessions one for a runner and two for a cyclist with events up to about 2-3 h; on four to seven usually two, a third only as a 2-4-week block; two to three on eight or more.

Threshold work takes one of them, two only above ~8 h (SYNTH-27, practice). It takes a quality slot, never an easy one: heart-rate variability recovered as slowly after 30 min between the thresholds as after 6 × 3 min above the second threshold, about 30 min against 5-10 min after up to 2 h below the first (REF-161, B, 9 highly trained men).

3

On two quality sessions, one sub-threshold and one above threshold; on one, choose by what the log lacks. No trial tests this pairing.

Why it stays: adding work above the ceiling to training kept below it raised VO2peak by 2.5 mL/kg/min more (95% CI 1.4-3.6), with no effect specific to intensity shown on peak power or time trial, partly for lack of sample (REF-989, A-, 14 studies); across 115 trials intervals raised VO2max more than continuous moderate-to-vigorous training (g 0.39, about 1.30 mL/kg/min) with no significant difference for thresholds or performance, on wide intervals and with moderate and vigorous work pooled (REF-1445, A-, abstract, sedentary to elite).

That the continuous work can therefore carry threshold gains is our inference, not that paper's test.

With one slot: if the last 8-12 weeks hold no work above threshold and the goal rests on aerobic power, go above threshold first (SYNTH-42, C+, its starting bet); if they do, and threshold power or a long steady effort is the goal, sub-threshold work is a fair lever (SYNTH-42's threshold row; REF-137, B+; REF-421, B).

4

More easy riding instead? Neither answer is proven, and the two do not compete for the same slot. Easy hours fill what is left of the week (SYNTH-51, B-).

Tempo in place of easy hours has no trial in cyclists; the nearest arm, 4 × 16 min at 88% of peak heart rate and lactate 4.9 mmol/L twice a week, was not detectably better than low-intensity riding alone over 7 weeks (+5.6 vs +4.2%, a composite, REF-150, B+, trained recreational cyclists, about 6 h a week before the trial).

More easy hours are not shown to add much either in a short block: 240 extra minutes a week of moderate-domain riding on top of three interval days showed no detectable gain over 6 weeks, about 23 h more riding (REF-1446, B, 19 riders, abstract; underpowered by its authors' estimate, more than 100 per group, and not a test of tempo), and across 41 studies weekly and total volume were not associated with gains in trained cyclists (REF-1443, A-, abstract; a regression across groups and studies in riders with VO2max at or above 59, not one rider adding hours).

The per-hour argument does not separate them: high-intensity intervals gave about 1.7 times the mitochondrial gain per hour of continuous endurance training, but that continuous work pools moderate and heavy (REF-465, A, markers, untrained to trained). A week with no quality session at all needs one before it needs either (step 3).

5

Set the target from a measured threshold. The athlete's measured critical power, MLSS, lactate threshold or tested FTP sets it, and feel and drift overrule it (§ Setting it). Zones and targets come from the athlete's own threshold; no band is a law.

6

Run the session by [SYNTH-27]'s ladder. 4 × 10 min, then 3 × 15, then 2 × 20, with about 2 min easy between reps, at about 6-7 of 10 (practice; the nearest tested shape is 5-7 × 10-14 min at RPE 14-15 on the Borg 6-20 scale, in one-week blocks, REF-137, B+; REF-421, B). Rep length by what can be completed (SYNTH-80, B-).

7

Progress by time at intensity, then raise the target after a retest (§ Progressing it).

8

Read the block at its review date (3-6 weeks, a house default, SYNTH-42) by the outcome chosen before it started: power or pace at the durations the goal needs, the same key session compared rep for rep, or a planned retest.

9

Stop relying on it when a block that was done stops paying, when the log lacks work above threshold, or when the goal or the athlete's hours change (§ When to stop relying on it).

10

Runners: the same logic, by critical speed or a field threshold pace. A planned between-threshold plan was not detectably worse than polarized in recreational runners (REF-1444, B+), easy-heavy beat between-threshold-heavy in sub-elite runners (REF-094, B), and SYNTH-47's run-load rules apply on top (B). At three runs a week SYNTH-26's table gives one quality run.

By situation

"(practice)" marks a call that is not from a study; the base's own practice.

SituationRole of sub-threshold workWhat the base shows (refId, level, key number)
Beginner, Tier 0-1Not needed; no quality session is mandatory (practice)In untrained adults 41 min at 110% of the lactate threshold three times a week raised VO2max +3.3 vs +0.1 mL/kg/min in controls, and 50 min at 90% of it was not shown to beat control (+1.8) (REF-036, A-); so harder than easy works, without making it necessary
Recreational runner, 3-4 hOne quality run on three runs, two on four if recovery holds, by SYNTH-26's table (practice); a week heavier in the middle is an option if time is the hard limit and the athlete prefers it, not the default38 runners, 8 weeks, 40/50/10 on three sessions vs 77/3/20 on four, load-matched: no detectable difference; 24.8 vs 29.9 h, a saving built into the TRIMP weights (REF-1444, B+). 30 runners: 5.0 vs 3.6% over 10 km, not significant (REF-086, B+)
Cyclist on 5-8 h, trained amateurOne of two quality sessions; the other above threshold (practice); the rest easyNo trial of this week. In riders on about 6 h, 4 × 16 min twice a week was not detectably better than low-only and 4 × 8 min twice a week beat both (+11.4 vs +5.6 and +4.2%, P < 0.02; REF-150, B+). At 6.4 vs 7.5 h a week 80/0/20 beat 57/43/0, a week with no work above threshold, on peak power and lactate threshold (REF-042, B, 12 well-trained men). Polarized and non-polarized showed no significant difference (REF-1443, A-, abstract)
Threshold power is the goal; the log already holds work above thresholdA 3-6-week lever, or for a Tier 3 rider who can absorb it the one-week block in SYNTH-27 (practice)6 sessions in 7 days, then 6 easy days: power at 4 mmol/L +4.0 vs −1.3% (REF-137, B+, 30 well-trained men); against a high-intensity block +4.5 vs +2.1%, 15-min power +4.9 vs +2.8% with no difference (REF-421, B, fixed order, no control). Transfer below well-trained and to a once-a-week spread is inference
VO2max low; short or surging eventsMinor; above threshold first (practice, SYNTH-42)REF-989, A-; REF-1445, A-; at equal work, intervals raised VO2max 5.5 and 7.2%, significantly more than running at 85% of HRmax (REF-990, B+, 40 men, 8 weeks)
A long steady event (40-60 min time trial, 70.3, gran fondo)Part of the build; durability comes from elsewhere (practice, SYNTH-27, SYNTH-50, SYNTH-32)No study tests sub-threshold work on durability. In 30 under-23 professionals a shift toward polarized went with better fatigued 12-min power (r = 0.414), a correlation that reports no test of between-threshold time (REF-1455, B, abstract)
Well-trained, 8 or more sessionsA tool, not the diet; polarized or pyramidal are both defensible (practice)REF-303, A-; REF-042, B; pooled, no evidence of a difference against threshold programmes (REF-1213, A-); REF-991, A-
Only an unconfirmed FTP, or noneTest first if it is cheap (SYNTH-53); otherwise by feel at about 6-7 of 10, as in SYNTH-27's 4 × 10 row, with no watt target from the unconfirmed number (practice)REF-1325, B; REF-1453, B-; REF-137's practical line: by feel and lactate, not a fraction of FTP
Women, mastersThe same rules; say the data are thin9 of 20 in REF-1450, 4 of 15 in REF-1454, 7 of 38 in REF-1444; interval training raised threshold power alike in women and men (g = 0.38 each, 5 trials, 79 women, REF-1243, A-, not threshold sessions); veteran men only in REF-1451, B-; SYNTH-35, C+ for the programme

What each intensity builds — evidence and practice

No trial compares sweet spot with threshold work in trained athletes.

The neat line "sweet spot builds the ability to sustain, threshold moves the line" is in no source. REF-1442 (B+) does not answer it: its "below threshold" cell for the second threshold is one mostly easy-paced running arm, it holds no arm clearly below the ceiling inside the heavy domain on that threshold (the arm it codes "at" is REF-036's upper heavy arm, at the ceiling itself), its headline percentages are unweighted means, and its authors call the result an observational trend.

IntensityEvidence: what it movedEvidence: what it did notPractice
Easy, below the first thresholdPreload lactate fell only where moderate volume was kept, in elite riders whose time trial after a 120-min preload did not improve significantly overall (REF-1100, B); durability rose alike after 6.8 h of low intensity or 1.6 h of high intensity a week (REF-1099, B, untrained)No detectable extra gain over 6 weeks on top of three interval days (REF-1446, B); a fresh time trial gained about the same with moderate volume cut or kept (REF-1100); not shown to beat control in untrained adults (REF-036, A-)The rest of the week; the long session when the event needs it (SYNTH-51, SYNTH-84)
Sub-threshold, heavy domain (tempo, sweet spot, the SYNTH-27 default)Power at 4 mmol/L +4.0 vs −1.3%, peak incremental power +2.5 vs −0.7%, VO2max +2.0 vs 0.0% (REF-137, B+, a block); running speed at the lactate threshold +3.2 ± 0.9% vs unchanged at 80-90% vs 60-70% of VO2max, between groups p = 0.04, the upper band plausibly spanning threshold and just below by our inference (REF-1450, B-, 20 elite skiers, 5 months, allocation not stated, abstract); VO2max +3.3 vs +0.1 and threshold power over control (REF-036, A-, lower heavy domain, Tier 0-1)15-min power +3.9 vs +0.2%, p = 0.14 (REF-137); 4 × 16 min not detectably better than low-only (REF-150, B+); 33% vs 13% of volume at 82-92% of HRmax, no between-group difference (REF-1448, B-); lost a 10.4-km race by −121.5 vs −157 s to an easier mix (REF-094, B)"Builds threshold power at less cost than above threshold" is the base's reasoning, not a tested comparison; a block may cost some sprint power (10-s power −1.5% vs +1.5% after a high-intensity block, not significant, REF-421; inference there)
At the ceiling (MLSS, critical power, 100% FTP)In untrained adults 30 min at the maximal metabolic steady state raised VO2max +5.4 (REF-036, A-). In 11 veteran men, 6 weeks trained at MLSS speed took time to exhaustion from 44 ± 10 to 63 ± 12 min and distance from 10.4 to 15.7 km, speed about 5% up in those runs, at the same 85% of VO2max (uncontrolled, dose unknown, REF-1451, B-, abstract)Threshold-dominant plans made no further gain in well-trained athletes, apart from a slight economy gain (REF-303, A-). 7 men at critical power lasted 20-41 min with nothing steady (REF-750, B)An occasional race-specific session, not the week's pattern (SYNTH-27)
Above the ceiling (VO2max-type)VO2peak +2.5 mL/kg/min over below-ceiling work (REF-989, A-); g 0.39 for VO2max (REF-1445, A-); VO2max +6.2 in untrained adults, with the largest gain in power at the steady-state ceiling (REF-036, A-); 4 × 8 min +11.4% composite (REF-150, B+); the second threshold rose more in groups above it, as a trend across studies, above vs below p = 0.010 with "below" one easy-paced arm, above vs at p = 0.054 (REF-1442, B+)No effect specific to intensity shown on time trial or peak power (REF-989); second threshold g 0.06, CI −0.25 to 0.36, performance g 0.04, CI −0.46 to 0.54, no significant difference (REF-1445). Power at the lactate threshold rose alike across the heavy, severe and sprint arms in REF-036One session a week when the goal rests on aerobic power (SYNTH-42, SYNTH-33)

Setting it — from a measured threshold, not a fixed % of FTP

Why a percentage cannot place it. That fixed percentages of HRmax, VO2max or peak power put different people in different domains is established (PHYS-07, established).

For FTP the base has two small validations that disagree on the average and agree on the spread: MLSS at 93.1 ± 5.1% of FTP in 18 riders, FTP minus MLSS −8 to +51 W (REF-1325, B), and FTP within 1.4% of MLSS on average with 95% limits of ±9.2%, ±11.8% in the trained and ±7.4% in the well-trained, in 15 riders whose authors conclude FTP can estimate MLSS (REF-1453, B-, abstract; the sign of the bias is not stated).

Neither tested the band. By our arithmetic, in the first sample the top of 88-94% of FTP sits above the average ceiling; in the second the whole band sits below it on average; in both, one rider's error is wider than the band's six points (the limits of ±9.2% span about 18).

In 10 of the first sample's riders MLSS rose 12 ± 8 W over a season while FTP showed no mean increase (p = 0.75), so a flat FTP is not proof of a flat ceiling. Critical power is no substitute for MLSS in one rider either: 12.42 W above it on average, limits −19 to +44 W (REF-1316, A-), and lactate markers disagreed with it by ±22 to ±52 W (REF-732, B+).

A bout set at 75% of VO2max put 7 of 10 low-fit adults above critical power and 3 of 10 finished its 20 min; set from their thresholds all 10 finished (REF-1447, B; %VO2max and one session, so %FTP is a transfer, and variability in heart rate, VO2 and lactate did not narrow).

Threshold-anchored training raised VO2max more than percentage-of-maximum training, on four small studies in sedentary adults (REF-1230, A-).

How to set it (the anchors are evidence; the steps are the base's practice).

1

Use the athlete's measured number and name its protocol (SYNTH-53, B): critical power or critical speed first, then lab MLSS or lactate threshold, then a tested FTP labelled FTP20 and treated as a ceiling for long reps, not a target (SYNTH-27, B-). Fatigue moves the boundaries (PHYS-07, well supported), and an old number misplaces the session.

2

Aim below the ceiling, not at it. "A few percent below critical power rather than at it" is REF-750's application, not a result. Two tested places, neither shown to be best: 83 ± 6% of critical power (75-94), halfway between gas-exchange threshold and critical power, lactate 4.12 ± 1.30 mmol/L, all finished (REF-1447, B, acute, low-fit); about 66% of power at VO2max, 85 ± 3% of HRmax, lactate 2.8 ± 1.1 mmol/L (REF-137, B+, VO2max 70.5).

3

With only an FTP, a percentage is a starting guess. Start low, about 85-90% of FTP (practice, never a law; REF-137's intensity comes out near 83-88% of FTP only by our arithmetic, assuming FTP at 75-80% of peak aerobic power, on the group mean of 66%; the ~75% of ramp peak in SYNTH-53 is practice, the 80 is ours and no entry validates either; so it sits at or below the bottom of the coaches' band). Then the checks decide.

4

The checks overrule the number. About 6-7 of 10 on the app's scale, "hard but manageable" (SYNTH-27; RPE 14-15 on the Borg 6-20 scale in REF-137, the conversion being the base's own). Full sentences no longer comfortable, short phrases still possible (practice; speech first became difficult at the ventilatory threshold in REF-929, B).

The same power holds across the reps and heart rate climbs no more than about 4-5 beats from first rep to last below about 25 °C (a practitioner's rule of thumb, no entry; SYNTH-27). Lactate only where it is measured, on the same meter (SYNTH-53; PHYS-06, established): about 3 mmol/L in REF-137, and the 2-4.5 mmol/L band is REF-301's (B+, Tier 5).

5

A fade means too much. A rep that fades or climbs past those checks is above this athlete's ceiling today: lower the target or shorten the reps (REF-750's application; SYNTH-80). In heat, drift says less (SYNTH-38).

Progressing it

Not from a study; the base's own practice, and no trial compares progressing duration with progressing watts:

1

Minutes first, target second. The ladder in SYNTH-27; raise the target only after a retest. The suggestive data: in REF-1451 (B-, uncontrolled, veteran men, at MLSS and not below it) time at the intensity rose 43% by our arithmetic, distance about 50% and speed about 5%. More minutes alone are not shown to pay: 64 min of work a session at lactate 4.9 mmol/L did not beat low-intensity riding (REF-150, B+).

2

Do not hold one load for long. A fixed work rate stopped raising VO2max after about 3 weeks and rose again when the work rate was raised (REF-1218, B, n = 9, uncontrolled, probably untrained, VO2max and not threshold). The direction fits progressing inside a block; the interval is not a threshold result.

3

Time at this intensity is finite. At MLSS 44 min before training in veteran men (REF-1451) and 37.7 min cycling against 34.4 running (REF-1432, B+); at FTP20 a median of 35 min in recreational riders to 51 in professionals (REF-747, B); at critical power 20-41 min (REF-750, B). A hold to exhaustion is a test and not a session; a long continuous rep is for an event that asks for it, set below FTP20 (SYNTH-27, SYNTH-80).

4

Shorter reps make it easier at the same watts (5-minute reps lowered lactate by 1-1.5 mmol/L, REF-1053, B+); if the reps are shortened and the power is not raised, the session has been made lighter (SYNTH-80).

5

One axis at a time, and written down (SYNTH-42; what the outcome must beat is in SYNTH-93).

When to stop relying on it

The base's own practice throughout: no study tests a stop rule or a count of blocks, and the stated direction comes from weak or indirect work. This guide uses SYNTH-93's plateau, a block that was done and two readings inside the noise, itself practice, and no fixed number of blocks.

SignalWhat changesWhat it rests on
A plateau: the block was done and two readings of the outcome sit inside the test's noise (SYNTH-93)Rule out illness, sleep, under-fuelling and overreaching (SYNTH-93), then move the main lever: raise the intensity above threshold, or add dose if the week has room (SYNTH-42's two exits). Keep sub-threshold work at maintenance if the goal needs itThe exits are shown only in untrained adults (REF-995, REF-996, B+). Threshold moved more in groups trained above it, as a trend across studies, with no stalled athletes in the data, so using it after a stall is our inference (REF-1442, B+); conditioned subjects tended to do better at high intensity, ES 1.1 vs 0.4, non-significant gains overall (REF-1005, A-). Skiers who responded poorly to a high-volume year improved with more high-intensity time (under 17% to over 35%), selected on poor response, so regression to the mean looks the same (REF-1452, B-, abstract, easy volume and not sub-threshold work)
One flat readingNothing yet. Was the block done, was the rider fed and recovered? Is the outcome the right one?One block is one noisy point (PHYS-43, established; PHYS-42, well supported); a flat FTP can hide a higher ceiling (REF-1325, B); SYNTH-42's reading order
No work above threshold in the last 8-12 weeks, and the goal rests on aerobic powerNext block's lever is above thresholdSYNTH-42 (C+), REF-989 (A-): the VO2peak gain is shown, the performance payoff inside one block is not
The week has grown: well-trained, on 8 or more sessions or above about 8-12 hSub-threshold becomes a tool and not the week's main work; the choice between polarized and pyramidal becomes realREF-303, A-; REF-042, B; REF-094, B; REF-1213, A-: see the next section
Under about 8 weeks to the A-raceWork toward the event: no new lever. For a long steady event the sub-threshold session may be the specific work, so it stays; for a short or surging event it gives waySYNTH-42, SYNTH-90, practice
It has spread: three or more days of it for an athlete who is not on a block, or the easy days have drifted upBack to the count and to easy easy daysSYNTH-26 (practice); REF-094, B. Measured drift is one small pilot and runs both ways (below)
Not tolerated: the reps fade block after block, or the rider is not recovered for the next hard dayLower the target, cut a session, check fuel and sleepSYNTH-26: recovery decides the count (practice)

How strong the grey-zone warning really is

What supports it. Three small trials: with hard time equal, a mix of 80.5/11.8/8.3 beat 66.8/24.7/8.5 by −157 vs −121.5 s over a 10.4-km race, 5 months, 12 sub-elite runners (REF-094, B); 80/0/20 beat 57/43/0 on peak power (+8 vs +3%), lactate threshold (+9 vs +2%) and time to exhaustion in 12 well-trained cyclists, with the 40-km time trial improving in both (REF-042, B); and a threshold-dominant arm (12 assigned, 8 finished) made no further gain in endurance performance apart from a slight economy gain, while polarized raised VO2peak 11.7% (REF-303, A-, 48 in four arms).

Three pooled trials gave ES −0.66 (95% CI −1.17 to −0.15) for time trial, PEDro 4-5 of 10, search ended 2016 (REF-1449, B+, abstract; it names no trials, and REF-042 and REF-303 may be among them). All of these are trained athletes, and the arms are programmes in which the middle dominates or is doubled.

What does not. A later pool, larger overall, found no difference detectable against threshold programmes alone on any outcome (VO2peak SMD 0.24, −0.46 to 0.94, 78 participants; time trial 114 participants, about the size of the older pool; REF-1213, A-).

Against all other mixes together polarized raised VO2peak a little more (SMD 0.24, 0.01 to 0.48), only under 12 weeks and in highly trained athletes, with no performance difference. That pool contains REF-303, REF-042, REF-086, REF-1444 and REF-1454, so these are not independent of it.

Polarized and pyramidal did not differ, with a subgroup in which competitive athletes may gain more VO2max on polarized and recreational athletes on pyramidal; that is not a test against threshold-dominant plans (REF-991, A-). A network analysis ranked threshold-dominant first for VO2max with every credible interval crossing zero (REF-1229, A-, abstract).

In 797 trained cyclists polarized and non-polarized showed no significant difference (REF-1443, A-, abstract).

In recreational or moderately trained athletes: no detectable difference (REF-1444, B+), 5.0 vs 3.6% not significant, clearer in the 12 who kept to plan (REF-086, B+), and no significant effect in a pilot of 15 whose effects all leaned polarized (SMD 0.47-0.89; running at the second threshold +4.2 vs +1.5%) and whose arms overlapped (REF-1454, B-).

The verdict to state. A plan dominated by the middle has small trials against it in well-trained athletes. An older pool of three trials agrees; the later pools show no evidence of a performance difference, thinly against threshold programmes alone, and polarized's small VO2peak edge over all other mixes appears only in highly trained athletes and short blocks.

A null is not equivalence, so this does not show tempo is as good, and it does not show one planned session is harmful either: no study isolates that. That drift "costs the hard days their quality" is inference (SYNTH-26); no study measured it.

Drift itself was measured once, by heart-rate time in zone, and runs both ways: athletes told 35% between the thresholds logged 20%, and athletes told none logged 11% (REF-1454).

What can actually go wrong: a percentage target lands above the ceiling for this rider (REF-1447; REF-1325), it displaces all work above threshold (REF-989), or it is treated as cheap and piled on easy days (REF-161).

Key Findings — what the evidence shows

1

Nothing tests sweet spot by name. The 14 papers added for this guide all say so in their entries (REF-1442 to REF-1455), and REF-137 and REF-421 call their work moderate-intensity intervals.

2

Sub-threshold blocks moved threshold power in well-trained cyclists. +4.0 vs −1.3% at 4 mmol/L against time-matched regular training, with no difference in training impulse and no significant difference in 15-min power, p = 0.14 (REF-137, B+, randomised crossover, 30 men); +4.5 vs +2.1% against a high-intensity block, fixed order and no control (REF-421, B). Both are blocks of 6 sessions in 7 days; nothing is known of the once-a-week spread.

3

Long reps spread twice a week did not beat easy riding. +5.6 vs +4.2% on a composite of VO2peak, power at VO2peak and power at 4 mmol/L (REF-150, B+, about 9 riders per arm, a null). The same trial's 4 × 8 min gained +11.4%, more than either (P < 0.02), at lactate 9.6 mmol/L, a hard session and not a threshold one.

4

Training at 80-90% of VO2max moved the threshold more than training at 60-70% in elite skiers; that the upper band sits near the threshold is our inference. +3.2 ± 0.9% vs unchanged, between groups p = 0.04 (REF-1450, B-, abstract, allocation not stated).

It has a real between-group test, and says nothing of amateurs or of athletes for whom easy volume has stopped working.

In middle-distance runners three sessions at 82-92% of HRmax inside 50 km a week against one inside 70 km showed no between-group difference; speed at the threshold went 14.6 to 15.2 and 15.3 to 15.7 km/h, significant only in the first, and the changes (0.7 vs 0.4 km/h) were never compared (REF-1448, B-, 19 in the tables and 26 in the text).

5

A heavier middle was not detectably worse in recreational runners on very few hours, and that is not a time saving found by the trial. 24.8 vs 29.9 h follows from weighting a between-threshold minute double (REF-1444, B+); the plan still held 12.5% in zone 3, and session RPE was not lower (65.4 vs 60.9, not tested in the text). The four losses against one (two exclusions for adherence and two personal reasons) carry no fatigue data, so they say nothing on cost.

6

Adding work above the ceiling raised VO2max more than training kept below it; a performance payoff is not shown. REF-989 (A-) and REF-1445 (A-), with the limits in § What each intensity builds. Neither tests tempo.

7

A percentage does not place the session. § Setting it.

8

Time at the intensity can grow while the speed moves little, in one uncontrolled group. REF-1451 (B-). This is training at MLSS, not below it, and nothing compares ways of progressing.

9

It is a hard day by the one measure the base has. About 30 min of delayed autonomic recovery after 30 min between the thresholds, as after 6 × 3 min above the second (REF-161, B).

Work above critical power costs more later power, 10-20% against typically under 5% below it, a narrative range in which "below" is mostly low-to-moderate work and, in its two controlled trials, critical power and 12-min power held (REF-1239, B+); in 14 professionals 5 × 8 min at 105-110% of critical power cut short power more than about 2000 kJ below 70% of it, again not tempo (REF-193, B).

It does not show: that sweet spot works, or works better than anything; that tempo beats more Z2 at 6-8 h, or the reverse; that one sub-threshold and one above-threshold session is the best pairing; that sub-threshold work moves the threshold in amateurs on a weekly spread; that it builds durability; that it is cheap or dear to recover from in amateurs; that the plans in any null are equal.

Conflicts and how they are resolved

"Low fatigue cost" ([SYNTH-27]'s table). REF-161 shows the autonomic delay of a between-threshold session equal to that of intervals above the second threshold in highly trained men, and REF-1444's dropouts cannot be read either way. Resolved: not called low-cost; what the ceiling may spare is the larger loss of later power after work above critical power (REF-1239, B+, inference for tempo). Folded into SYNTH-27.
The base says no entry evaluates sweet spot and prescribes it anyway. SYNTH-27's line on the name stays true, and its default session sits at this intensity. Resolved: the same work under another name, said to the athlete; the line now points here. This also answers "why have you never given me sweet spot". The app's RPE table has no sweet-spot entry, and that is not checked here; folded into SYNTH-27.
Where the band sits. SYNTH-51 and REF-1323 put "tempo and sweet spot" below MLSS as a whole. With MLSS at 93.1% of FTP (REF-1325) the top of the 88-94% band reaches it; with REF-1453's small mean gap it may not. Resolved: the lower part of the band sits in the heavy domain; the top may reach the ceiling.The disagreement on the mean stays open: both are small validations, REF-1453's authors conclude FTP can estimate MLSS, and REF-1325's advise against any fixed percentage. Folded into SYNTH-51, REF-1323 and REF-1325.
"4 × 8 sweet spot" ([REF-150]). It meant "optimum", for a session at lactate 9.6 mmol/L. Resolved: renamed; the arm nearest sweet-spot intensity is 4 × 16 min. Folded.
The strength of the warning about the middle. SYNTH-26, SYNTH-51 and SYNTH-27 warn against it; the nulls above qualify the warning.Resolved: three different things are separated: unplanned drift on easy days (keep the rule; inference), a threshold-dominant week in well-trained athletes (small trials against; later pools, no evidence of a difference), and a planned session or, on very few hours, a planned heavier middle (defensible, not shown equal). Folded into SYNTH-26, SYNTH-51 and SYNTH-27.
[REF-1444]'s three moderate sessions and [SYNTH-26]'s one quality run on three runs. The trial's plan holds more middle than the table allows. Resolved: the table stays the default (practice); the trial says a heavier middle was not detectably worse over 8 weeks, so it is an option, not a reason to change the count.
Below-threshold cell and tiers. REF-1442 labels as "amateur" both REF-036's sedentary-to-recreational sample and REF-1448's runners with VO2max about 70. Resolved in REF-1442's entry; its population labels are not used here.

Practical Application — how the assistant says it

"What does sweet spot build that threshold doesn't?" No study has compared them in trained athletes, and sweet spot by that name has never been tested.Work below the ceiling, at lactate about 2.8 mmol/L, raised power at 4 mmol/L about 4% in well-trained cyclists in a one-week block (REF-137, B+); training at the ceiling grew how long veteran runners could hold it, in one uncontrolled group (REF-1451, B-). Treat "one builds endurance, the other moves the line" as a story.
"Is sweet spot 88-94% of my FTP?" That band is a coaching convention. In two small studies your steady-state ceiling could sit several percent below or around FTP, and one rider's error was wider than the band (REF-1325, B; REF-1453, B-). Use your own measured threshold and let feel and drift overrule the number: about 6-7 out of 10, the same power holding across the reps, heart rate settling.
"Why have you never given me sweet spot?" You may well have had it: the sub-threshold session I prescribe, 4 × 10 building to 2 × 20 min at about 6-7 of 10, is that kind of work (SYNTH-27). I avoid the name because no study tests it and because a fixed percentage does not place you.
"What's risky about tempo, the grey zone?" A plan heavy in the middle has lost in small trials in well-trained and sub-elite athletes (REF-303, A-; REF-042, REF-094, B), though the later pool shows no evidence of a difference against threshold programmes alone (REF-1213, A-). One planned session is not what those trials tested.The real risks: the target lands above your ceiling, it pushes out all work above threshold, or you treat it as a recovery-friendly day when it is a hard one (REF-161, B).
"30/15 or 4 × 8 for six weeks?" Neither is sweet spot; both are above threshold, and no trial in the base compares these two. 4 × 8 min has the direct trial in riders like most amateurs (+11.4% composite over 7 weeks, REF-150, B+). 30/15 beat effort-matched long reps in two small trials from one laboratory (VO2max +8.7 vs +2.6% over 10 weeks, REF-1050, B; 20-min power +4.7 vs −1.4% in elite cyclists over 3 weeks, REF-045, B).Both have training evidence behind them: pick the one you can complete and accumulate the minutes first (SYNTH-33, SYNTH-80).
"I ride 6-8 h a week. Is tempo better than more Z2?" Nobody has tested one session of it against more easy riding. In the nearest trial, in riders on about 6 h, long tempo-like reps twice a week were not detectably better than easy riding, and 4 × 8 min beat both (REF-150, B+).They are not really rivals: your week carries about two hard sessions (SYNTH-26, practice), one of which can be sub-threshold if you already do work above threshold; the rest stays easy. Adding four easy hours a week to three interval days bought nothing detectable in 6 weeks (REF-1446, B, a small trial, and that is not a test of tempo).
"How do I progress it?" More minutes first, 4 × 10 to 3 × 15 to 2 × 20, and raise the watts only after a retest. That order is practice; no trial compares it with the reverse.
"My FTP is stuck on sweet spot. More of it or something else?" First: was the block done, were you ill, short of sleep, under-fuelled or overreached, and did two readings really sit inside the test's noise (SYNTH-93)? A flat 20-min test can hide a higher ceiling (REF-1325, B). If so, change the lever: work above threshold is the usual next step (SYNTH-42, REF-989), and the evidence that it works for a plateau is weak.
"Tempo runs or easy miles?" On three or four hours a week a plan heavy in between-threshold running was not detectably worse than a polarized one in recreational runners (REF-1444, B+), and easy-heavy won in sub-elite runners over 5 months (REF-094, B). Keep at least one quality run, and the rest genuinely easy (SYNTH-26, SYNTH-47).
Say what the base cannot judge: sweet spot as a named format, tempo against more Z2 at 4-8 h a week in cyclists, any order of progression, a stop rule, and effects in women and masters.

What NOT to do

Claim a sweet-spot trial exists, or that any of the base's between-threshold trials tested a band set from FTP.
Present 88-94% of FTP, or any percentage of FTP, as a law or as a validated target (REF-1325; REF-1453; PHYS-07, established).
Prescribe it against an FTP the athlete has never confirmed; go by feel until it is tested (SYNTH-27).
Call it low-fatigue, or let it replace an easy or a rest day (REF-161).
Tell a recreational athlete that the grey zone will ruin them (REF-1213; REF-991; REF-1444), or tell anyone a null shows tempo is as good (REF-1443; REF-1454).
Make it the whole week for a well-trained athlete (REF-303; REF-042), or use it to crowd out all work above threshold when the goal rests on aerobic power (REF-989; REF-1445).
Read the dropouts in REF-1444 as a fatigue cost, or its 17% as time saved by the method.
Say "only one arm improved its threshold" of REF-1448; the changes were never compared.
Quote REF-1442's percentages as the answer to sweet spot against threshold.
Answer "more Z2 or tempo?" with either word as settled (REF-150; REF-1446; REF-1443).
Promise a durability gain from it (REF-1455; SYNTH-32).
Let easy days drift up unplanned (SYNTH-26).

Evidence gaps

The named format: no training study of sweet spot in PubMed or Europe PMC.
Time-limited athletes: no trial of tempo or sub-threshold work against more easy riding in cyclists on 4-8 h; no trial of one sub-threshold plus one above-threshold session against two above threshold or any other pairing.
Sub-threshold against at-threshold in trained athletes, on any outcome; the only same-trial comparison is in untrained adults (REF-036), and REF-1442 holds no arm clearly below the ceiling inside the heavy domain on the second threshold.
Dose and format: no once-a-week spread against a block (SYNTH-27); no rep-length trial at matched time (SYNTH-80); no trial of one vs two sessions a week.
Progression: no trial of adding minutes against adding watts; REF-1451 is one uncontrolled group, at MLSS.
Stopping: no trial of switching levers after a plateau in trained athletes (REF-1452 is selected and abstract-only; REF-995, REF-996 are untrained); REF-1450's question of what happens when easy volume has stopped working is untested as stated.
The band: where 88-94% of FTP falls against MLSS or critical power was never measured as a band; the mean gap between FTP and MLSS is unsettled (REF-1325 vs REF-1453); %FTP-set training was never compared with threshold-anchored training.
Fatigue: no direct measure of next-day cost of a heavy-domain session in amateurs; REF-161 is an autonomic measure over 4 h, in highly trained men.
Durability: not tested as an outcome of sub-threshold training (REF-1455 is correlational and does not test it).
Women and masters: few in every trial; no threshold-format trial includes women in numbers.

Limitations

Indirect by construction. Nothing here tests the guide's named subject; every row is a transfer from trials of between-threshold work, intensity domains or acute bouts.
Abstract-only. REF-1443, REF-1445, REF-1446, REF-1449, REF-1450, REF-1451, REF-1452, REF-1453 and REF-1455 were read from their abstracts. REF-1442, REF-1444, REF-1447, REF-1448 and REF-1454 were read in full.
Small and short. Most trials have 10-20 per arm or fewer and last 6-10 weeks; every null is a null and not equivalence.
Men. Most samples are mostly or wholly men; the women's numbers are in the table above.
Errors in the sources. REF-1442's below-threshold code for REF-1448's arm cannot be traced and its abstract and table differ on the at-threshold mean (about 7 vs 8); REF-1448 gives 26 in its text and 19 in its tables, and its abstract and table differ on performance gains; REF-1444 and REF-1454 have reporting slips listed in their entries; REF-1451's "+50%" fits distance rather than time; REF-1446 calls an η² of 0.4 modest.
Interests. The 14 new entries print no commercial funding; one author of REF-1442 is an Academic Editor at PeerJ, which published it, as printed; several abstract-only records state nothing either way.
Practice, not evidence. The order of steps; the session counts; the pairing of one sub-threshold and one above-threshold session; the ladder; about 85-90% of FTP as a start; talk and drift checks; the 3-6-week review; every stop row, including the plateau rule; the placement of a long steady event.A product check is open: the app's RPE table (tempo 6-7, threshold 7-8) and any %FTP zone display were not read for this guide, and the guide's rule would conflict with a fixed sweet-spot band shown as a target.
Created 2026-10-30: new framework on sweet spot, tempo and sub-threshold work, the decision the owner approved on 2026-10-30 (when a time-limited endurance athlete should use work just under threshold instead of more easy volume or VO2max intervals, how to set it, how to progress it, when to stop relying on it; the questions of 8 athletes), built from the batch REF-1442 to REF-1455 (owner-approved; cited as their entries stand after independent verification on 2026-10-30, which moved REF-1448, REF-1450, REF-1453 and REF-1454 to B-) with REF-137, REF-421, REF-150, REF-036, REF-161, REF-989, REF-1005, REF-094, REF-086, REF-042, REF-303, REF-1213, REF-991, REF-1229, REF-1325, REF-1316, REF-732, REF-038, REF-1230, REF-750, REF-747, REF-1432, REF-1218, REF-995, REF-996, REF-1239, REF-193, REF-1053, REF-1050, REF-045, REF-1100, REF-1099, REF-990, REF-1243, REF-929, REF-301 and PHYS-06, PHYS-07, PHYS-42, PHYS-43.Folds the same day settle five conflicts: SYNTH-27's "low fatigue cost" and its name line, the place of the band in SYNTH-51 and REF-1323 with the FTP tension in REF-1325, REF-150's "4×8 sweet spot", and the strength of the warning about the middle in SYNTH-26, SYNTH-51 and SYNTH-27. Level B- for the reasons on the Level line.
How this entry was checked and changed
Why this level

(the direction — work just below the ceiling can move threshold power, the distribution label has not been shown to decide performance outcomes, work above the ceiling adds more VO2max than work kept below it, a percentage of a maximum misplaces people — rests on B+, B and B- studies (REF-137, REF-150, REF-1444, B+; REF-421, REF-1325, REF-1447, B; REF-1450, REF-1453, B-), with A- pools (REF-1213, REF-1443, REF-991, REF-989, REF-1445) and an A- trial in untrained adults (REF-036) around them, none of which tests the guide's default. B-, not B, by the rubric's guide clause: the evidence on the main question is mixed and indirect — no study tests sweet spot by name, no trial tests one session a week just below threshold against more easy riding or a second interval session in athletes on 4-8 h a week (REF-150, at two a week, is the nearest), and the nearest trials point in different directions (REF-137 for; REF-094 against; REF-150, REF-1444, REF-086, REF-1454 no significant difference) — and every actionable number is practice: the session count, the rep ladder, the starting percentage, the review length and the switch rule)