Klair
From information to a decision, without the slog.
- Products: Insighter
- Research labs
- AI-readiness advisory
Work
I solve real-world problems with technology and human-centred design: agents, voice and data systems people use.
Product thinking
Start with the decision, not the model.
Under development · expected November 2026
A brand's social media lives in six tools and one anxious person's head.
Instagram · Facebook · YouTube
Fresh batch, out of the kitchen today.
Any edit clears approval. It is tied to the exact post.
Shipped · Australia
Visit becide.ai Built for Business Avengers
CFOs wait weeks for answers buried in finance data.

Product · IIT Mandi HIVE 3.0 finalist shortlist
Agents that act are agents that can leak.

Policy · Cyberabad Police
How do 4 lakh students get to school safely?
528 schools · each square is one
Operating model · Consumer food brand
A small team, a brand that needs to show up every day.
Voice AI · Blood Warriors
A customer calls at midnight. They deserve an answer, and an action.
Any language · gated on word error rate, p50 and p95 latency
Content engines · AI media
Always-on content, without losing the human in the loop.
Healthcare · Blood Warriors
Matching blood to thalassemia patients without leaking a single record.

Computer vision · Product
Cameras see everything. Teams need the decision.
Illustrative view
Scale · ConveGenius
Fourteen states, one data layer, a public deadline.
One shared data layer · 28 states + 8 UTs in a 100-day rollout
One brief in. A week of campaign out. Run by 29 agents with shared memory.
Brief
1 input
Campaign plan
growth agents
Reel script
content agents
Shot list
ops agents
Design + cut
ffmpeg pipeline
Ready to post
pre-delivery checks
Four moves. One thing you can use at the end of each.
Start with the people and the decision worth automating
you get → Opportunity map
Human-centred design: agents, data and guardrails on one page
you get → Architecture blueprint
A thin slice, in production, fast
you get → Working pilot
Measure, govern, hand over
you get → Playbook + metrics
From information to a decision, without the slog.
Zero new Thalassemia cases by 2035.
By the numbers