Indic Labs — Studio

The Work.

Production agent systems and GenAI content pipelines. Everything below runs for a real client or in our own stack. No mockups in the metrics.

Featured Build · SevaSangraha

OPD Orchestrator — intake to bill, one graph.

TRIGGER

⊕Patient Intake

webhook · kiosk + desk
uhid.create | abha.link

2.1k/day34ms

⌘EHR Context

fetch: history, allergies
FHIR R4 · ABDM gateway

cache 91%118ms

LLM

✦Triage Agent

claude-sonnet · tools: 6
urgency + specialty route

eval 98.2%1.4s

→Queue Router

slot: consult desk 1–9
wait-time prediction

p95 4m22ms

₿Bill Drafter

GST + TPA lookup
human approve gate

0 err/30d340ms

DONE

✓Visit Record

postgres + audit log

TRIGGER

☏Voice Intake

twilio · 4 languages
deepgram STT stream

610/dayreal-time

LLM

✦Symptom Parser

extract → structured
hand-off to triage

eval 97.1%900ms

CATCH

!Escalate Human

low-confidence → senior desk · slack alert

1.8% of runs—

14:02:11✓ run #88,412 — intake→triage→queue · desk 4 · total 1.9s

14:02:09ℹ triage_agent tool_call: ehr.fetch_history(uhid=SS-2041-…) 112ms

14:02:08✓ run #88,411 — voice intake (hi-IN) → symptom parse conf 0.94

14:01:56⚠ run #88,407 — confidence 0.61 < 0.7 → escalated to senior desk

14:01:42✓ bill draft approved by operator@reception-2 · ₊ audit logged

2,700+runs / day

3×OPD throughput

98.2%triage eval score

1.8%human escalation

Read the Case Study →

Featured Build · Immortal Fitness

Reel Factory — brief in, 30 reels out.

CRON

◷Weekly Brief

mon 06:00 IST
notion: content_db

52 wks—

LLM

✦Hook Writer

brand-voice RAG
30 scripts · hook+cta

top-hook loop40s

▦Magnific Render

img gen + upscale
brand LUT lock

30×/run4m

✂Cut + Caption

ffmpeg pipeline
karaoke captions · SFX

9:16 + 1:12m

SHIP

↗Scheduler

IG · YT · LI
best-slot model

JUDGE

⚖Brand QA Gate

LLM judge: tone, claim,
visual compliance · blocks fails

rejects 7%6s

06:14:33✓ batch W24 — 30/30 rendered · 2 rejected by QA → re-gen · 28 scheduled

06:11:02ℹ hook_writer: top performer last wk "nobody tells you this about cutting" → seeded 4 variants

06:08:47⚠ reel_19 claim check: "2x faster fat loss" → flagged, rewritten compliant

06:02:10✓ analytics ingest: wk23 — avg watch 71% · saves +18% w/w

30reels / week

1human operator

3.1×engagement lift

7%QA rejection rate

Read the Case Study →

Agent Systems

Every graph we run.

RAG Knowledge Agent

Hybrid retrieval over 12+ SOP sources. Cites everything, refuses without source.

QDRANTBGE-M3CLAUDELANGFUSE

Voice Support Agent

Multilingual tier-1 resolution. 82% first-call, clean human hand-off with context.

TWILIODEEPGRAMELEVENLABS

OPD Triage Agent

Intake → triage → route → bill, one pass. Three desks collapsed into one.

FHIRABDMPOSTGRES

Lead-Gen / Shortlist Agent

Reads the JD like a senior recruiter. Ranked shortlist with outreach drafts by Monday.

LINKEDINGREENHOUSECLAUDE

Content-Ops Agent

Ideate → script → render → post, with analytics looped back into ideation.

MAGNIFICFFMPEGBUFFER

Eval & Guardrail Agent

Every output judged against rubric. Fails block, alert, and open an issue — in 200ms.

LANGFUSELLM-JUDGELINEAR

Web & WordPress

Sites that sell, dashboards that decide.

SaaS Landing — Pulseboard

Conversion-first landing: product shot, social proof, anomaly-alert hook. Built to ship in days.

UI/UXLANDINGSAAS

WordPress — CarePoint Clinic

Multi-specialty clinic site: live slot booking, services grid, trust stats. Elementor Pro build.

WORDPRESSELEMENTORHEALTHCARE

WooCommerce — ForgeFuel

D2C supplement store: bold identity, product grid, stack builder. WordPress + WooCommerce.

WOOCOMMERCED2CECOM

Power BI — Hospital Operations

Executive dashboard over SevaSangraha HMS: patient flow, payor mix, AI-triage impact, branch KPIs.

POWER BIDIRECTQUERYHEALTHCARE

Power BI — E-Commerce Sales

Shopify + Meta + GA4 + Klaviyo in one view: ROAS, funnel, cohort retention, campaign table.

POWER BISHOPIFYMARKETING

n8n — WhatsApp Lead-Gen

AI qualifier → score gate → Cal.com booking or nurture sequence. 14k+ executions, 0 errors today.

N8NWHATSAPPHUBSPOT

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