Cerebral blood flow rates in recent great apes are greater than in Australopithecus species that had equal or larger brains
Brain metabolic rate (MR) is linked mainly to the cost of synaptic activity, so may be a better correlate of cognitive ability than brain size alone. Among primates, the sizes of arterial foramina in recent and fossil skulls can be used to evaluate brain blood flow rate, which is proportional to brain MR. We use this approach to calculate flow rate in the internal carotid arteries (Q˙ICA), which supply most of the primate cerebrum. Q˙ICA is up to two times higher in recent gorillas, chimpanzees and orangutans compared with 3-million-year-old australopithecine human relatives, which had equal or larger brains. The scaling relationships between Q˙ICA and brain volume (Vbr) show exponents of 1.03 across 44 species of living haplorhine primates and 1.41 across 12 species of fossil hominins. Thus, the evolutionary trajectory for brain perfusion is much steeper among ancestral hominins than would be predicted from living primates. Between 4.4-million-year-old Ardipithecus and Homo sapiens, Vbr increased 4.7-fold, but Q˙ICA increased 9.3-fold, indicating an approximate doubling of metabolic intensity of brain tissue. By contrast, Q˙ICA is proportional to Vbr among haplorhine primates, suggesting a constant volume-specific brain MR.
Large brains don't equate to intelligence, else sperm whales would be about 6 times more intelligent than us. A better measurement is brain to body ratio, and it seems to work fairly consistently across the mammals.
Another plausible measurement of the potential for intelligence is the rate of synaptic activity, but that can be harder to measure, particularly for extinct animals.
Measurements of modern humans show that a) although our brains are only approx. 2% of our body weight, they use as much as 20% of energy in the body and ii) that our brains use 70% of their energy on synaptic activity, and the availability of that energy is directly related to the volume of oxygen rich blood, of which 15% of all the blood the heart pumps goes to the brain.
Consequently, the delivery rate of oxygen rich blood presents a ceiling on potential synaptic activity.
This study then shows that modern great apes (hominids) have a potential higher supply of blood entering the brain due to the size of the arterial foramina - the holes in the skull through which the internal carotid arteries pass - than the australopithecines.
The potential cerebral blood flow in A. afarensis was approximately half of a modern gorilla and gorillas have low brain to body ratios, meaning that even though they're the least intelligent of the great apes, they're potentially significantly more intelligent than the australopithecines.