CaraComp

See it work, then read the output

Below is a live 1:1 comparison of two images you can run yourself, followed by two complete sample reports reproduced in full. Both comparisons were run on deliberately imperfect images, because that is what real footage looks like.

Interactive · CaraComp engine demo

See how it sees: run a face comparison

Two sample subjects, one question: same person? Run the analysis and watch the engine work. Real output, sample photos.

SUBJECT A · TARGET
SUBJECT A · TARGET
VS···
SUBJECT B · SOURCE
SUBJECT B · SOURCE
// idle, awaiting analysis
No upload · no signup · ~6 seconds

Read the disagreements

Each report lists the points that do not agree alongside the ones that do, and says which are structural and which are situational. A comparison that only argues one way is not much use to you when the other side reads it.

Report 1 below: 12 findings, 3 of them differences. Report 2: 14 findings, 5 of them differences. Every one of those differences is named, located on the face, and explained.

Not a client matter

The subjects in these reports are CaraComp’s founder and AI-generated faces, used with permission. No client, claimant, case material, or confidential information appears anywhere in this document.

CaraComp does not use customer comparisons for marketing. Photo comparisons are analysed in memory and never stored. Video artifacts are deleted automatically within 48 hours.

What you are looking at

Two comparisons run on deliberately imperfect images: the conditions real surveillance actually produces, not studio portraits. Both are reproduced below in full. Nothing has been trimmed to make the output look better.

  • Report 1, CC-20260713-37F4. Sunglasses, low light, off angle. The eye region scores 50% and the cheeks 0%, which is exactly what occlusion should do. The comparison still resolves on the regions that remain visible.
  • Report 2, CC-20260313-AA1C. Extreme expression, hat, motion blur. One image shows forced exertion under harsh indoor lighting, the other is neutral, outdoors, under a cap. Fourteen findings, five of which are differences, each explained as expression-driven or lighting-driven rather than structural.

The full PDF is large. Everything in it is on this page already, so the download is only worth it if you want the document itself to keep or forward.

Quantified Forensic Analysis

ID: CC-20260713-37F4  |  DATE: JUL 13, 2026  |  SYS: CARACOMP V2.4

Report 1 of 2  ·  Sunglasses, low light, off angle

97.0%Similarity score for this one comparison. Not an accuracy rate, and not a measure of any other comparison.
VERDICT: STRONG MATCH

Weighing the quality, quantity, specificity, and stability of the observed similarities and dissimilarities, the features observed are more consistent with the same individual. The strongest evidence is the close correspondence in nasal root/bridge and nasal base shape, the proportional alignment of nose-to-mouth-to-chin positioning, and the broadly consistent lower-face architecture even under different expression and lighting.

9 findings that agree3 findings that do not agree12 findings total

Fig. 1 Region similarity scores

Eyes50%
Nose62%
Mouth64%
Jaw58%
Forehead70%
Brows58%
Cheeks0%

A low region score is information, not a failure. In report 1 the eye region scores 50% and the cheeks 0% because the target is wearing wrap sunglasses, which is exactly what occlusion should do to those regions. The comparison then resolves on what remains visible.

Feature similarity profile chart from report CC-20260713-37F4
Fig. 2 Feature similarity profile, landmark by landmark
Facial region analysis chart from report CC-20260713-37F4
Fig. 3 Facial region analysis

Fig. 4 Subject comparison

Target subject image from report CC-20260713-37F4
TARGET
Source subject image from report CC-20260713-37F4
SOURCE

Fig. 5 Feature comparison

EYES region of the target image, report CC-20260713-37F4EYES region of the source image, report CC-20260713-37F4
EYES
NOSE region of the target image, report CC-20260713-37F4NOSE region of the source image, report CC-20260713-37F4
NOSE
MOUTH region of the target image, report CC-20260713-37F4MOUTH region of the source image, report CC-20260713-37F4
MOUTH
JAW region of the target image, report CC-20260713-37F4JAW region of the source image, report CC-20260713-37F4
JAW
FOREHEAD region of the target image, report CC-20260713-37F4FOREHEAD region of the source image, report CC-20260713-37F4
FOREHEAD
CHIN region of the target image, report CC-20260713-37F4CHIN region of the source image, report CC-20260713-37F4
CHIN
LEFT EYE region of the target image, report CC-20260713-37F4LEFT EYE region of the source image, report CC-20260713-37F4
LEFT EYE
RIGHT EYE region of the target image, report CC-20260713-37F4RIGHT EYE region of the source image, report CC-20260713-37F4
RIGHT EYE
BROWS region of the target image, report CC-20260713-37F4BROWS region of the source image, report CC-20260713-37F4
BROWS

Red panels are the regions the report is arguing against itself on. They are printed at the same size and in the same grid as the green ones, not tucked into a footnote.

3D facial topology render from report CC-20260713-37F4
3D facial topology, both subjects

Subject profiles

Target profile

Adult male (late-30s to mid-40s), medium/light-olive skin tone, dark hair worn short and combed back. Neutral, closed-mouth expression with light facial hair concentrated along the chin and jawline. Large, dark wrap-style sunglasses with thick temples obscure the eye region; dressed in a dark jacket over a bright blue collared shirt. Bright outdoor lighting with moderate blur/compression.

Source profile

Adult male (mid-30s to early-40s), medium/light-olive skin tone, dark hair worn short with a slightly fuller, natural hairline framing the forehead. Broad smile showing teeth, with short stubble across the cheeks, chin, and jawline. No eyewear; wearing a dark collared top. Indoor, warm-toned lighting with moderate image noise/compression.

Forensic observations 12 findings

  1. 01Face proportions line up stronglyNOSEAGREES

    The overall feature placement shows the same midface-to-lower-face balance: the nose sits centrally with comparable spacing to the mouth corners and chin, producing a very similar facial “map” in both images.

  2. 02Same midface widthNOSEAGREES

    The cheeks and nasolabial (nose-to-mouth) area show a comparable breadth, with similar soft-tissue fullness lateral to the nose before the face transitions into the jaw.

  3. 03Nose structure matches closelyNOSEAGREES

    The nasal root/bridge (upper nose) appears narrow and straight into a moderately projected nasal body, with a similar tip position relative to the upper lip (a stable, high-discrimination region).

  4. 04Similar nostril base and alar outlineNOSEAGREES

    The alae (nasal wings) show a comparable thickness and curvature, and the nasal base width reads similarly against the midface width in both photographs.

  5. 05Same basic lip architectureMOUTHAGREES

    The upper vermilion border (lip line) and the central tubercle of the upper lip (fullest central point) present similarly; the lower lip fullness also tracks closely when you ignore the smile-driven stretching in the source.

  6. 06Mouth width is proportionally consistentMOUTHAGREES

    The oral commissures (mouth corners) occupy a similar position relative to the nose width, supporting a shared mouth-to-nose ratio despite different expressions.

  7. 07Chin prominence reads consistentCHINAGREES

    Both show a moderately projecting chin with a similar vertical distance from the lower lip region into the chin tip, producing a comparable lower-face depth.

  8. 08Facial hair pattern is compatibleCHINAGREES

    Both subjects show short, even stubble concentrated along the jaw/chin region, with a similar density pattern across the lower face (not a strong identifier by itself, but consistent).

  9. 09Forehead height and hairline framing are compatibleFOREHEADAGREES

    The visible forehead-to-hairline relationship appears similar, with dark hair kept short and a comparable frontal framing of the upper face.

  10. 10One face is partially blockedEYESDOES NOT AGREE

    The target’s sunglasses cover the eyes and upper orbital region, removing several high-value eye details from direct visual comparison.

  11. 11Right upper-face geometry shows the largest mismatchRIGHT EYEDOES NOT AGREE

    The main geometric discrepancies concentrate near the subject’s right outer eye to upper jawline relationship, which aligns with what is visible: the eyewear and strong lighting create a different contour/edge structure in that lateral upper-face zone compared to the unobstructed source.

  12. 12Smile changes the lower-face contoursMOUTHDOES NOT AGREE

    The source’s smile elevates the labial commissures and deepens the nasolabial folds, while the target remains neutral; these differences are expression-driven and do not outweigh the stable alignment in nose and overall proportions.

Download report 1 as PDF (4.5 MB)Sample, not a client matter. Subjects are CaraComp’s founder and AI-generated faces, used with permission.

Quantified Forensic Analysis

ID: CC-20260313-AA1C  |  DATE: MAR 12, 2026  |  SYS: CARACOMP V2.4

Report 2 of 2  ·  Extreme expression, hat, motion blur

99.4%Similarity score for this one comparison. Not an accuracy rate, and not a measure of any other comparison.
VERDICT: STRONG MATCH

Weighing the quality, quantity, specificity, and stability of the observed similarities and dissimilarities, the features observed are more consistent with the same individual. The strongest evidence is the stable alignment of the midface architecture: a consistent nasal root-to-nasal body width relationship, a matching nasal base footprint relative to eye spacing, and the same patterned distribution of mustache and beard growth. The apparent differences cluster exactly where you would expect them when one image shows high exertion (forced eyelid closure and a clenched-teeth grimace) and the other shows a neutral, relaxed face, making those dissimilarities minor and situational rather than structural.

9 findings that agree5 findings that do not agree14 findings total

Fig. 1 Region similarity scores

Eyes62%
Nose81%
Mouth64%
Jaw83%
Forehead81%
Brows87%
Cheeks68%

A low region score is information, not a failure. In report 1 the eye region scores 50% and the cheeks 0% because the target is wearing wrap sunglasses, which is exactly what occlusion should do to those regions. The comparison then resolves on what remains visible.

Feature similarity profile chart from report CC-20260313-AA1C
Fig. 2 Feature similarity profile, landmark by landmark
Facial region analysis chart from report CC-20260313-AA1C
Fig. 3 Facial region analysis

Fig. 4 Subject comparison

Target subject image from report CC-20260313-AA1C
TARGET
Source subject image from report CC-20260313-AA1C
SOURCE

Fig. 5 Feature comparison

EYES region of the target image, report CC-20260313-AA1CEYES region of the source image, report CC-20260313-AA1C
EYES
NOSE region of the target image, report CC-20260313-AA1CNOSE region of the source image, report CC-20260313-AA1C
NOSE
MOUTH region of the target image, report CC-20260313-AA1CMOUTH region of the source image, report CC-20260313-AA1C
MOUTH
JAW region of the target image, report CC-20260313-AA1CJAW region of the source image, report CC-20260313-AA1C
JAW
FOREHEAD region of the target image, report CC-20260313-AA1CFOREHEAD region of the source image, report CC-20260313-AA1C
FOREHEAD
CHIN region of the target image, report CC-20260313-AA1CCHIN region of the source image, report CC-20260313-AA1C
CHIN
LEFT EYE region of the target image, report CC-20260313-AA1CLEFT EYE region of the source image, report CC-20260313-AA1C
LEFT EYE
RIGHT EYE region of the target image, report CC-20260313-AA1CRIGHT EYE region of the source image, report CC-20260313-AA1C
RIGHT EYE
BROWS region of the target image, report CC-20260313-AA1CBROWS region of the source image, report CC-20260313-AA1C
BROWS

Red panels are the regions the report is arguing against itself on. They are printed at the same size and in the same grid as the green ones, not tucked into a footnote.

3D facial topology render from report CC-20260313-AA1C
3D facial topology, both subjects

Subject profiles

Target profile

Older adult male (late 60s appearance), medium-to-tan skin tone, dark hair kept short with a forward, slightly tousled top. Expression shows pronounced exertion: eyes squeezed shut, midface tensed, and teeth clenched, creating strong compression in the eyelids and mouth area. Visible dark mustache with short beard/stubble along the chin and jaw; no visible jewelry. Indoor gym setting with harsh overhead lighting and noticeable motion/low-resolution blur that softens fine skin detail.

Source profile

Older adult male (late 60s appearance), medium-to-tan skin tone, dark eyebrows, wearing a dark baseball cap that covers the hairline. Expression is neutral and steady with relaxed eyelids and a closed mouth, giving a clearer view of baseline facial proportions. Visible dark mustache with short beard/stubble concentrated around the upper lip and chin; no visible jewelry; crutches present (context only). Outdoor daylight photo with higher clarity and even illumination across the midface.

Forensic observations 14 findings

  1. 01Same nose bridge and mid-nose widthNOSEAGREES

    the nasal root/bridge (where the nose meets the forehead) presents as moderately broad with a straight, centered nasal body, and the mid-nose width remains proportionally consistent relative to the eye spacing in both images.

  2. 02Matching nostril base footprintNOSEAGREES

    the nasal base (alar-to-alar spread) reads similarly wide in proportion to the intercanthal distance (inner eye-corner spacing), with comparable alae thickness (nostril wing soft tissue) on both sides.

  3. 03Same upper-lip hair patternMOUTHAGREES

    the mustache shows a similar density band across the philtrum region (center under the nose) with the darkest concentration at the midline and tapering laterally toward the labial commissures (mouth corners).

  4. 04Matching beard distributionCHINAGREES

    both subjects show short, even stubble across the chin and lower face, with the strongest density at the chin/mentum and lighter coverage toward the cheeks, consistent with the same grooming pattern.

  5. 05Similar eyebrow placement over the eyesEYEBROWSAGREES

    the eyebrows sit relatively low over the superior orbital margin (upper eye socket rim), giving both faces a comparable “hooded” brow-to-eye relationship that remains stable despite different expressions.

  6. 06Same inner-brow spacingEYEBROWSAGREES

    the medial brow heads (inner ends) appear similarly close to the nasal root, producing a consistent glabellar span (between-brow space) in proportion to the bridge width.

  7. 07Consistent chin prominenceCHINAGREES

    the chin projects forward with a similar vertical height from the mentolabial sulcus (crease below the lower lip) to the chin tip, producing a comparable lower-third facial architecture.

  8. 08Comparable mandibular width impressionJAWAGREES

    the lower-face breadth (jaw-to-jaw) reads proportionally similar relative to the midface, even though soft-tissue fullness varies with exertion and lighting.

  9. 09Different facial tensionDOES NOT AGREE

    the target’s exertion compresses the midface, deepening nasolabial folds and tightening the perioral tissues, while the source remains relaxed; these changes are expression-driven and do not indicate different underlying anatomy.

  10. 10Different mouth shape in the momentMOUTHDOES NOT AGREE

    the target’s lip fissure is pulled into a clenched-teeth grimace, which distorts the vermilion borders and elevates the cheeks; the source shows a closed, neutral mouth where the natural lip outline sits flatter and wider.

  11. 11Different eyelid openingLEFT EYEDOES NOT AGREE

    the target’s eyelids are forcibly closed, collapsing the eye fissure and hiding the palpebral crease pattern, while the source maintains open eyes with a visible superior palpebral crease; this is a direct expression effect.

  12. 12Different lower-lid contourRIGHT EYEDOES NOT AGREE

    the target’s lower eyelids are pushed upward by cheek contraction, altering the infraorbital furrow (tear-trough line), whereas the source shows a more natural lower-lid arc under relaxed cheeks.

  13. 13Hat changes the forehead framingDOES NOT AGREE

    the source’s cap creates a hard shadow line across the upper face and removes the natural hairline reference, while the target’s hairline and forehead are fully framed by hair; this changes perceived upper-third proportions without changing identity.

  14. 14The strongest geometric agreement aligns with what we see in the eye areaEYESAGREES

    the system’s tightest agreements in the eye-to-pupil relationships track with the visual impression of consistent eye placement within the orbital region (stable spacing and alignment), which is one of the most expression-resistant anchors.

Download report 2 as PDF (5.3 MB)Sample, not a client matter. Subjects are CaraComp’s founder and AI-generated faces, used with permission.

What this is not

CaraComp compares two images and returns a reproducible report. It does not look a face up in a database, and it does not opine on what any court will accept, that is your call and not ours. Firms use it to decide whether an identity question is worth deeper investigation before committing to an investigator or an expert.

  • 1:1 comparison of two images, and video up to a 10 second segment with timestamped results.
  • The same two images produce a byte-identical report every time.
  • It flags when image quality is reducing confidence rather than quietly absorbing it.
  • It works with sunglasses, hats, partial obstruction, hard angles and older footage.
  • Used by professional investigators for over four years.