Socialcircle

In-school social skills groups for autistic teens, with parent coaching

Kids & Parents

TL;DR Socialcircle runs a 14-week social skills programme for autistic students aged 11–17 inside mainstream private schools. Small groups meet weekly with a trained facilitator and classmates join as practice partners, while parents get their own online session. Schools pay per group. It swaps the seed's headsets for a format that has trial evidence behind it.

The problem

Autistic teenagers in Indian mainstream schools usually fall behind socially long before their marks slip. In a Bengaluru-area study of 43 autistic teenagers and young adults, 31.7% had dropped out of school because of behavioural and academic difficulties, and families described isolation and burnout[1]. The government counted about 22.7 lakh children with special needs in schools by 2022[2], and autism appears in India at rates similar to the rest of the world[3].

So what do schools do about it? Mostly nothing structured. They admit these students but rarely have a way to teach conversation, joining a group or handling teasing.

The help that does exist is one-to-one therapy outside school, far away from the classmates the child actually has to get along with, which in my opinion misses the point.

The idea

What it does, in regulatory terms: structured social-skills teaching in school, not therapy or diagnosis. Group leaders are special educators or psychologists on the Rehabilitation Council of India's register, since only registered professionals may practise[4]. Socialcircle makes no claim to treat autism.

Here's how it works. Six to eight students meet once a week for 14 weeks during school hours. Each session teaches one skill, like entering a conversation or handling a disagreement, and then the group practises it in role play with two trained classmates. Parents join a weekly online session to rehearse the same skill at home. Facilitators keep a short skill checklist each week, and the school gets an end-of-term report.

The seed pitched augmented reality with AI feedback, and I'd drop it. Stanford's wearable trial produced a modest gain that faded six weeks after it ended, and families used the glasses for about half the planned time[5]. A 2026 virtual reality study saw skills improve inside the headset but not in the classroom two weeks later[6]. Plain old group training shows a moderate effect across 25 randomised trials[7].

Who pays

The student benefits but the school pays per group, out of its inclusion budget, and it can pass some of the cost to parents as an activity fee. I couldn't find a public price for social skills groups in India. The nearest benchmark is individual teletherapy at ₹800 for a 45-minute session from an Indian provider[8]. Start with a per-group fee per term and test it in the pilot.

Why now

Two meta-analyses published in 2025 put the effect of social skills training in the small-to-moderate range, which is honest enough to sell on - no miracle claims needed[7][9]. The 2026 virtual reality result gives schools a reason to prefer in-person practice[6]. And the DPDP Rules, notified in November 2025, set out how parental consent works for children's data, which matters when home practice involves video[10].

Market signal

There's no public figure for school-based social skills programmes in India. The closest number is the 22.7 lakh children with special needs in schools[2], of whom autistic teenagers in fee-paying private schools are a small slice. Count the schools you can reach in one city before you model anything bigger.

Who's already doing this

A Delhi autism non-profit trains special educators and runs education programmes[11]. A Mumbai child-development non-profit mentors therapists online through an autism tele-mentoring programme[12]. A UCLA-developed curriculum is the best-known manualised social skills programme and certifies providers worldwide[13]. One US startup sells virtual reality practice and has an FDA breakthrough designation, not a clearance[14]. Nobody I found in India sells a term-long group programme to schools. That's the gap.

How hard is it?

Difficulty Moderate (36/100)
Starting capital ₹70 L–1.2 Cr
Time to launch 4–6 months

There's very little to build. The hard part is adapting a curriculum to Indian classrooms and languages, then training facilitators so session 9 in Pune looks like session 9 in Kochi. Schools also buy slowly, usually once a year, and want peer references first.

Licences and approvals

The business needs no special licence, but the people who run groups must be registered, and the data is sensitive.

  • Central Rehabilitation Register entry with the Rehabilitation Council of India for every group leader, or direct supervision by someone who is registered, before sessions start. A breach can bring prison or a fine[4].
  • DPDP Act and Rules 2025 compliance before launch. Children's data needs verifiable parental consent, with exceptions for education and healthcare. Treat home-practice videos as sensitive and delete them after review[10].
  • Medical-device rules if the app goes beyond scheduling and checklists. CDSCO's software guidance covers software for assistance with a disability, so make no treatment claims[15].
  • A curriculum licence before you adapt the UCLA curriculum or any other published manual.

Building this outside India? The categories above usually have a local equivalent, so check with your own regulator.

How AI can power this business

  • Facilitator consistency. Session notes and checklists get compared across schools, so you spot when session 9 in one city has drifted from the manual.
  • Parent session prep. Each week's home practice guide gets drafted in the family's language from the group's skill of the week, for the facilitator to check.
  • Report drafting. End-of-term reports for schools are drafted from weekly checklists, which saves facilitators an evening per group.
  • Scheduling. Groups, peer partners and parent sessions get fitted around school timetables automatically.

AI should never judge a child's social skills, coach them directly or make claims about autism. The evidence is for trained people running groups, and the 2026 virtual reality study is a warning that practice in a tool may not carry over[6].

Want to work out the AI layer for Socialcircle? Talk to Yash →

Biggest risks

  • Weak transfer. Skills practised in the group may not show up in the canteen, which is exactly what parents will judge.
  • Stigma. Some families will not let their child be seen joining a "special" group in front of classmates.
  • Licensing. Adapting an existing manual without permission invites a dispute, so either license one or write your own.

Our take

I like this as a services business for a psychologist or special educator who has run groups and can sell to school principals. If you want to build hardware then this isn't it. Prove one thing first - two schools pay for a second term after seeing parent and teacher ratings from the first.

Questions founders ask

Plan for roughly ₹70 L–1.2 Cr, mostly on registered facilitators, curriculum adaptation or licensing, and selling to schools.

Do I need a licence to run autism social skills groups in India?

The business doesn't, but group leaders must be on the RCI's register or supervised by someone who is. You also need parental consent for children's data.

Can I start an in-school social skills programme in another country?

Yes. Manualised university programmes already certify providers worldwide. Check who may deliver this work where you are, and license a curriculum or write your own.

Download the kit

The free Socialcircle validation kit has the line-by-line capital breakdown, the effort scoring, the registration and child-data checklist, a 14-day validation sprint with pass/fail targets, a 90-day launch plan, 10 interview questions for parents and school leaders, and 5 assumptions to test. Download the kit →

Talk to Yash

Thinking about building Socialcircle or something close to it? The make-or-break bit is showing that skills carry over from the group into the rest of the school day, and that's the kind of thing I help founders with. If you need a hand, you know where to find me. Talk to Yash →

Sources

  1. Chandran et al., "A qualitative, multitiered operational research model for teenagers and young adults with autism", Indian J Psychiatry, 2025-11-20. https://pmc.ncbi.nlm.nih.gov/articles/PMC12687971/
  2. Nayak & Angothu, "Assessing the strengths and gaps of PRASHAST", Indian J Psychol Med, 2025-09-18. https://pmc.ncbi.nlm.nih.gov/articles/PMC12446268/
  3. Arora et al., "Neurodevelopmental disorders in children aged 2–9 years: population-based burden estimates across five regions in India", PLoS Medicine, 2018-07-24. https://journals.plos.org/plosmedicine/article?id=10.1371/journal.pmed.1002615
  4. Rehabilitation Council of India, "The Rehabilitation Council of India Act, 1992", accessed 2026-10-17. https://cdnbbsr.s3waas.gov.in/s34f4eeef3a8c90dfceaddd5c6d64e4ebb/uploads/2025/07/202507071149264140.pdf
  5. Voss et al., "Effect of wearable digital intervention for improving socialization in children with autism spectrum disorder", JAMA Pediatrics, 2019. https://pmc.ncbi.nlm.nih.gov/articles/PMC6503634/
  6. Alsem et al., "Improving children's social skills with virtual reality: a tailored single-session training in special education", Clin Child Psychol Psychiatry, 2026-03-11. https://pmc.ncbi.nlm.nih.gov/articles/PMC13276105/
  7. Anchieta et al., "Effects of social skills training on social responsiveness of people with autism spectrum disorder", Eur Child Adolesc Psychiatry (Europe PMC record), 2025-03-28. https://www.ebi.ac.uk/europepmc/webservices/rest/search?query=EXT_ID:40153036%20AND%20SRC:MED&resultType=core
  8. Avaz, "Avaz Teletherapy", accessed 2026-10-17. https://www.avazapp.com/avaz-teletherapy-2/
  9. Alahmari et al., "Effectiveness of social skills training interventions for children with autism spectrum disorder", Saudi Med J, 2025-03-01. https://pmc.ncbi.nlm.nih.gov/articles/PMC11918677/
  10. PIB, "DPDP Rules, 2025 notified" (backgrounder), 2025-11-17. https://static.pib.gov.in/WriteReadData/specificdocs/documents/2025/nov/doc20251117695301.pdf
  11. Action for Autism, official site, accessed 2026-10-17. https://www.autism-india.org/
  12. Ummeed, "ECHO and CoP programs", accessed 2026-10-17. https://www.ummeed.org/professionals-and-community-workers/echo-and-cop-programs
  13. UCLA Semel Institute, "PEERS", accessed 2026-10-17. https://www.semel.ucla.edu/peers
  14. Floreo, official site, accessed 2026-10-17. https://floreovr.com/
  15. CDSCO, "Guidance document on medical device software" (CDSCO/MD/GD/MDSW/01/2026), 2026. https://www.cdsco.gov.in/opencms/export/sites/CDSCO_WEB/Pdf-documents/Guidance-document-on-Medical-Device-Software-under-MDR-2017.pdf

For illustration only. Names are fictional and ideas hypothetical; sourced facts are real but may be out of date. Nothing here is legal, financial or professional advice, and Yash Khatri is not personally liable for any use of it. Read the full disclaimer.

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