One of the standard approaches for producing green fuel energy is photoelectrochemical water splitting. Many attempts have been made to produce carbon-free fuel in the past forty years [
1,
2,
3,
4]. The essential parameters the materials satisfy must be a large surface area, more charge carrier generation, and a lesser recombination rate [
5,
6]. Comparing many available materials, 2D nanomaterials have properties such as a large surface-to-volume ratio, shortened charge transport time, and more charge carrier density, which are essential parameters to produce green hydrogen fuel with the process of photoelectrochemical (PEC) water splitting. Specifically, ultra-thin nanosheets have tunable bandgaps depending on their thickness and high absorption in the spectral region [
7,
8,
9]. To date, various 2D layered and non-layered materials such as MoS
2, WS
2, graphene, SnS, SnS
2, and WO
3-based photoanodes have been synthesized with multiple techniques for photoelectrochemical water splitting [
10,
11,
12,
13,
14]. These photoanodes are synthesized on fluorine-doped glass (FTO) substrates for preferred PEC performance [
15,
16,
17,
18]. Among all photoanodes, In
2S
3 is a caste material to explore in the era of synthesis and applications [
19,
20]. In
2S
3 is an n-type semiconductor with tunable bandgap and high charge carrier density. Various techniques have been developed to synthesize 2D In
2S
3 with unique properties such as tunable bandgap 1.9-2.4 eV, high conductivity, low toxicity, and high absorption coefficient. Synthesized In
2S
3 also has large applications such as photodetectors, gas sensing, surface modifications, and water-splitting applications [
21,
22,
23,
24,
25]. Porus In
2S
3 nanosheets were grown using Oleic acid as a capping agent to form the β-In2S3 phase [
26]. Tetragonal and cubic β-I In
2S
3 synthesized with hydrothermal technique with Pt, Ru, and Au as catalysts were used and different concentrations of hydrogen evolved were reported [
27]. Wedge-like structures of In
2S
3 were also synthesized using a hydrothermal technique to analyze photoelectrochemical behavior, and a photocurrent density value of 0.48 mAcm
-2 was reported [
28]. Thin films of In
2S
3 were synthesized by hydrothermal technique with a photocurrent density of 1 mAcm
-2 at 0.5 V voltage [
29]. In the present work vertically aligned β-In
2S
3 nanosheets with the size of 10 nm have been grown with the chemical vapor deposition technique. These vertically aligned sheets have shown an excellent photocurrent density value of 4.5 mAcm
-2 at 1V and high responsivity over the visible region. At the same time, Faraday's efficiency value of 90 % in the visible region has been achieved. A comparison of photocurrent density, IPCE values, and Nyquist plot internal flow to the resistance of charge carriers has been made between vertical and horizontal In
2S
3 nanosheets. All measurements have proven that vertically aligned sheets show excellent PEC performance than horizontal nanosheets.