Call Me by Your Name is a film of moments. Marriage Story is more than the sum of its parts.
Critics have described one film through its moments and the other through accumulation. Layered Read finds a similar contrast in their screenplays — and shows where it comes from.
By the ScriptReader.ai team
Layered Read is an AI screenplay-analysis system from ScriptReader.ai. It reads a screenplay at four scales — scene, sequence, act, and the whole — scoring twelve qualities of craft at each, and it surfaces something criticism usually only gestures at: not just how a screenplay’s craft reads, but where it is strongest.
This article runs two superbly written screenplays through it — Call Me by Your Name and Marriage Story — and finds their craft strongest in opposite places. Good parts, it turns out, do not automatically make a strong whole; and a strong whole does not need every part to stand out on its own.
The questionSome screenplays get their strength from their parts. Others gain it as the parts come together.
Critics keep reaching for the same two phrases. One film is “a film of moments”: you remember it scene by scene. Another is “more than the sum of its parts”: the finished screenplay lands harder than any one scene in it. Both point at a question that is rarely made explicit: at what scale is a screenplay strongest? Two critics, writing years apart, describe these two films in language that resembles that split.
Call Me by Your Name · the moments
“A fairly straightforward coming-of-age story that’s at its finest in moments.”
The overall pictureCall Me by Your Name leads at scene, sequence, and act. Marriage Story leads at the whole.
Run both scripts through it and the two profiles cross. Each point is a script’s standing at one scale — scene, sequence, act, or whole — against a library of produced features; higher is a stronger reading. Call Me by Your Name ranks higher in the scene, sequence, and act comparisons; Marriage Story ranks higher in the whole-screenplay comparison — and by a wide margin. Both scripts are strong; the difference is where.
The ranking reverses at the whole-screenplay scale
Each point is a screenplay’s average craft score, ranked against comparable produced screenplays at that scale. Call Me by Your Name ranks higher at the scene, sequence, and act; Marriage Story pulls far ahead only as a complete screenplay. These are four independent rankings; the connecting line shows the profile’s shape, not change over time.
The exact percentile is printed at each point.
This reversal isn’t an artifact of the weighting we tested: it held with the twelve qualities weighted equally, with the three lenses weighted equally, and with each lens dropped in turn — and it shows up in the underlying scores, not just the rankings.
Why twelve qualitiesA screenplay can fail in more than one way.
A scene can be clear but inert. It can move fast but feel unearned. It can grip on its own yet fail to build the sequence around it. Those are different craft conditions, and they need to be understood separately. That is why Layered Read, a newly released and patent-pending system, scores twelve separate craft functions — each a recurring, consequential way a unit can work or break down — grouped into three lenses (Design, Execution, and Read), rather than one overall grade. The twelve-quality average shows the overall shape; the individual qualities are what make the reading diagnostic.
The twelve craft qualities, grouped in three lenses
Design
Does the unit set up and deliver its dramatic intent?
ContractDoes it establish what it is promising and what is at stake?
PressureDoes tension build, or go slack?
DevelopmentDoes something change, or does it mark time?
MovementDoes it move the story, or stall?
ConsequenceDoes what happens matter afterward, or reset?
Execution
Is it built cleanly?
EconomyDoes every part earn its place, or waste space?
AssemblyDo the parts work together, or just sit side by side?
ClarityIs it easy to follow, or muddy?
Read
How does it land on the page?
FreshnessDoes it feel new, or rote?
UnpredictabilityDoes it surprise, or telegraph?
ChargeDoes it carry voltage, or fall flat?
GripDoes it hold attention, or let go?
For this article, follow just one of them: Assembly. It asks whether the parts work together. In a scene, the parts are its beats and exchanges; in a sequence, the scenes; in an act, the sequences; in the whole screenplay, the acts and major story threads.
Layered Read judges Assembly separately at each scale. A sequence’s score is not calculated from its scene scores — which is what lets us see when a larger unit reads more strongly than its parts do on average.
Scale
Assembly asks
Scene
Do the beats form one dramatic event?
Sequence
Do the scenes build one movement?
Act
Do the sequences build one stage?
Whole
Do the major parts form one design?
The two Assembly profilesCall Me by Your Name peaks in its sequences. Marriage Story peaks in the whole.
Read only for Assembly, the crossover survives — and sharpens. Call Me by Your Name reaches its highest Assembly standing at the sequence (84th percentile); Marriage Story reaches its highest at the whole (95th).
Assembly, ranked at each scale
Each point is a screenplay’s average Assembly score, ranked against comparable produced screenplays at that scale. Call Me by Your Name is strongest as sequences; Marriage Story is strongest as a complete screenplay. These are four independent rankings; the connecting line shows the profile’s shape, not change over time.
The exact percentile is printed at each point.
What do the percentiles and raw scores mean?
Two kinds of number follow. Percentiles compare a screenplay with the cohort — “95th for whole-screenplay Assembly.” Raw scores (out of ten) are Layered Read’s direct reading of a single unit. In the close readings below, we place a larger unit’s independent score beside the average of its smaller parts — “the whole scores 9; its four acts average 7.25.” That side-by-side is not a separate Layered Read metric; it is a way to see what appears when the material is read at the larger scale.
Marriage StoryThe parts fit together best at the whole.
The screenplay opens with Charlie and Nicole listing what they love about each other. On their own, those twelve short scenes score about 4.75 for Assembly. As one sequence, the run scores 7. The higher reading tells us the run works more strongly as a unit; the close reading suggests why — its order builds a picture of the marriage, so that the later reveal, that the lists were written for a mediator and that Nicole will not read hers aloud, reframes everything before it.
The pattern repeats as the units grow. The final act scores 8 for Assembly while its sequences average 6.4; the complete screenplay scores 9 while its four acts average 7.25. Near the end, the couple’s son struggles through Nicole’s list and Charlie finishes it — a private inventory of love turned into the record of a marriage that no longer exists. The measurement locates the strength at the whole; one reason is visible when the opening lists return at the end — earlier parts gain new meaning in the completed design.
The opening · Assembly, out of 10
12 scenes, averaged4.75
read as one sequence7
Read as one sequence, the run scores higher than the average of its twelve scenes.
The whole screenplay · Assembly, out of 10
4 acts, averaged7.25
read as one screenplay9
Read as one screenplay, the whole scores higher than the average of its four acts.
Call Me by Your NameIts scenes gain their force when they become sequences.
Watch the film and you remember pieces: a hand left too long on a shoulder, the peach, a father’s late-night kindness. In the screenplay, those scenes score around 6 for Assembly on their own, and several of its strongest sequences score 8. Take the morning after Elio and Oliver’s first night together: waking tangled at dawn, a wary distance at the river, a reconciliation in the town square, and Elio alone in the attic. Its four scenes average about a 6; read as one sequence, the run receives an independent score of 8. The added strength appears at the sequence: four separate encounters become one movement of closeness, distance, reconciliation, and aftermath.
The completed screenplay scores a respectable 7 for Assembly — the point is not that the whole fails to cohere. It is that, against other produced screenplays, its sequence construction is the more exceptional thing (84th percentile) while its whole-screenplay Assembly sits nearer the middle of the comparison set (45th). Call Me by Your Name shows more of its relative strength in scenes and sequences; Marriage Story shows more of it in the completed design.
The morning-after run · Assembly, out of 10
4 scenes, averaged~6
read as one sequence8
Read as one sequence, the run scores higher than the average of its four scenes.
Why it is worth measuringIt gives writers a sharper question than “does the structure work?”
Writers are taught to sharpen individual scenes and to repair the overall structure; the levels in between get less attention. Do strong scenes build one sequence, or does the pressure reset between them? Does a callback create new meaning, or just repeat an earlier beat? Do the acts form one design, or stay separate strong sections? Layered Read turns those questions into something a writer can inspect.
And the tool locates the pattern; it does not settle what the pattern means. The critic still says why the effect forms where it does; the writer still decides what to do about it. That is the division of labor this is meant to serve.
One more thing, plainly: the two critics quoted at the top were not measuring anything. Their words simply land where the numbers do. That is not proof the machine is right — it is a sign it is pointing at something people already feel.
The vaultTwenty other screenplays, twenty other profiles.
Assembly is only one of twelve qualities. The gallery steps back to the complete Layered Read profile and shows how other screenplays distribute their relative strength across scene, sequence, act, and whole. Pick one, inspect its profile, then read a critic or viewer describing a related experience in their own words.
These are a handful of examples, chosen because their shapes are clear — not a random sample, and not a ranking. Each line compares like scales against like; higher is a stronger reading at that scale, not a better film. The quotes are witnesses to an experience, not proof of the measurement. The vault keeps growing; the next tab shows every feature’s shape, and each title opens to its complete read in the tool.
What the numbers do not meanA few limits to keep in mind.
The scores compare screenplays only at the same scale. They are not overall film rankings, and one profile is not inherently better than another. These two scripts were chosen because their contrast is clear. Layered Read is newly released, and we are still testing its repeatability, its sensitivity to how a script is cut into units and which films are in the cohort, and its agreement with expert readers.
And it measures craft, not worth. Layered Read does not determine a screenplay’s total originality, artistic value, or cultural importance, its commercial prospects, or what acting, direction, editing, and music add to the finished film. A low reading flags a craft risk to look at; it does not prescribe a fix.
The exact method, and what is still open
Each reading follows the same three steps: average a screenplay’s craft scores across every unit at that scale into one number, rank that number against every produced feature with a complete reading at the same scale, and report the result as a percentile — roughly 200 films in the comparison set, fewer at the act scale (about 155). (Internally we call these four scales “grains.”) Each scale is read independently: the whole screenplay is scored as a whole, not computed from its scenes, which is why a larger unit can rank higher than the parts inside it. The single-quality figures in this piece are Assembly, one of the twelve. For this article the script texts, the segmentation into units, the model version, the rubric, the comparison set, and the generated readings are all frozen. What remains open — and what we are still testing — is repeatability across reruns, agreement with expert readers, and sensitivity to how a script is cut into units and which films are in the set. The crossover reported here held under equal-weight-by-axis, equal-weight-by-lens, and the removal of each lens in turn.
Go deeperExplore the complete Layered Read.
Everything above followed one quality. The full reading scores all twelve, at every scale. Here is both scripts — every scene, sequence, and act — opening on Assembly. Switch to any other quality, and click a unit for its full card.
The live Layered Read
Call Me by Your Name
Marriage Story
The live Layered Read for each script — every act, sequence, and scene, coloured by Assembly. Use “Colour by” to switch quality, and click any unit to open its full reading.
Every feature in the vault, read at four scales and ranked against the vault. The four dots are its percentile at the scene, sequence, act, and whole — so you can see, at a glance, where each screenplay’s craft is strongest. They are grouped by that shape, and every card opens to its complete Layered Read. (A composite of all twelve qualities; four independent rankings, not a trend over time.)
See either script’s full reading — every unit, all twelve qualities.
