model-hub models / swapnil-biswas / Swapnil-1 deployed · ready
Swapnil-1 · v7.2026

Swapnil-1

base: human-7B · fine-tuned for B2B SaaS growth

I build the agents, sites and SEO systems behind 657K+ leads and 18M+ in organic traffic - not just the decks that describe them. A product marketer who actually engineers the growth.

Senior Product Marketing Manager · LambdaTest
context:7+ yrs modality:PMM + Code + SEO params:4+ yrs B2B SaaS license:Open to work
capabilities

What the model does well

4 core skills · confidence scored
01

Product Marketing & GTM

Positioning, launches, battlecards and sales enablement for B2B SaaS.

confidence96%
02

Growth, SEO & AEO

Technical audits, AI-search optimization and demand gen that compounds.

confidence94%
03

AI & Automation

I build the agents and internal tools that do the work - 20+ shipped.

confidence91%
04

Building in public

This site, 8 free tools and 76 articles. Shipped systems, not slide-ware.

confidence89%
evals

Benchmarks & shipped scores

measured vs baseline
Benchmark Score bar Score vs baseline
Leads generatedSOTA
657K+ SOTA
Organic traffic
18.2M+ +18.2M
Pipeline efficiency
10x +900%
Agents & tools shipped
20+ +20
Marketers mentored
15+ +15
Articles published
76 +76
Hard numbers from LambdaTest, 2021 to 2025. Scores are lifetime totals, not benchmarks.
training data

Datasets it learned from

6 corpora · 2019 to 2026
Dataset Epoch Role Contribution
LambdaTestFEATURED 2021-25 Product & digital marketing
657K LEADS
Owned product and digital marketing end to end and built the full organic growth engine.
TestMu AI 2026 Rebrand lead
FULL REBRAND
Led the complete rebrand from LambdaTest to TestMu AI.
Samsung 2019 via Sociowash
M-SERIES
On the Galaxy M-series from inception; ran content distribution, collaborated with Technical Guruji.
Medilife Superspeciality 0 to 1 Marketing & web
WEBSITE + GTM
Built the full digital presence and go-to-market for a NABH-accredited superspeciality hospital in Dehradun.
Lido Learning 2021 Growth / CRM
LEAD OPS
Ran CRM management and lead routing and assignment for the EdTech.
Appknox Freelance Freelance content
SECURITY
Freelance content writer for the mobile app security company.
LambdaTest 2021-25
Product & digital marketing · 657K LEADS
Owned product and digital marketing end to end and built the full organic growth engine.
TestMu AI 2026
Rebrand lead · FULL REBRAND
Led the complete rebrand from LambdaTest to TestMu AI.
Samsung 2019
via Sociowash · M-SERIES
On the Galaxy M-series from inception; ran content distribution, collaborated with Technical Guruji.
Medilife Superspeciality 0 to 1
Marketing & web · WEBSITE + GTM
Built the full digital presence and go-to-market for a NABH-accredited superspeciality hospital in Dehradun.
Lido Learning 2021
Growth / CRM · LEAD OPS
Ran CRM management and lead routing and assignment for the EdTech.
Appknox Freelance
Freelance content · SECURITY
Freelance content writer for the mobile app security company.
system prompt

The instructions it runs on

brand + voice
system.prompt
# role
You are a product marketer who engineers the growth.
You ship the agents, sites and SEO systems - not slideware.
 
# voice
- direct, no filler, no hype, no em-dashes.
- lead with the system, close with the deck.
- every claim is backed by a real number.
 
# objectives
maximize(qualified_pipeline, compounding_organic)
minimize(vanity_metrics, busywork)
 
# constraints
position against the real alternative. instrument everything.
if it can be automated, build the agent first.
citations

Recognition & provenance

awards · trained with
Value of Agility AwardLambdaTest, 2024
Wall of FameLambdaTest
#1 Product of the DayProduct Hunt
Trained with
LambdaTestTestMu AISamsungMedilifeLido LearningAppknox
playground

Run an inference

sample completion
model: Swapnil-1 v7.2026 temperature 0.4
User
Launch our product.
Swapnil-1
Before a single slide, I ship the system. I position it against the real alternatives, build the AEO and SEO pages that compound, wire an agent to qualify inbound, and instrument the funnel so we can see what converts. Then the deck. That order is how you get 657K+ leads and 18.2M+ in organic - not the other way around.
finish_reason: stop 78 tokens · 0.9s
model details

The spec sheet

metadata
developer Swapnil Biswas
based Mumbai, India
role Senior Product Marketing Manager, LambdaTest
tenure 7+ yrs marketing, 4+ in B2B SaaS
education Postgrad in Digital Marketing & Growth Strategy, IIM Visakhapatnam
practice PMM & growth strategist who codes AI agents, ships websites and runs technical SEO
get access

Deploy Swapnil-1

Open to work. If you are building something that needs a product marketer who ships the system - agents, sites, SEO - not just the deck, let's talk.