Abhishek Jha
@ajelucidata.bsky.social
Co-Founder & CEO, Elucidata | Fast Company's Most Innovative Biotech Companies 2024 | Data-centric Biological Discovery | AI & ML Innovation
Most founders over-index on product. GTM success = knowing your ACV, product complexity, and who decides (champion or committee).
“AI” isn’t a GTM differentiator, clear value is.
What GTM mistake slowed you down the most?
#startups #AI #healthtech
“AI” isn’t a GTM differentiator, clear value is.
What GTM mistake slowed you down the most?
#startups #AI #healthtech
November 4, 2025 at 6:33 AM
Most founders over-index on product. GTM success = knowing your ACV, product complexity, and who decides (champion or committee).
“AI” isn’t a GTM differentiator, clear value is.
What GTM mistake slowed you down the most?
#startups #AI #healthtech
“AI” isn’t a GTM differentiator, clear value is.
What GTM mistake slowed you down the most?
#startups #AI #healthtech
Gearing up for 𝗗𝗮𝘁𝗮𝗙𝗔𝗜𝗥 2025 in Boston.
7 years in, we ask the hard questions:
• Can AI & LLMs actually speed drug discovery?
• What bold bets will reset pharma?
• How do we move from pilots → production?
Oct 23, let’s dig in.
#LifeSciences #AIinBiopharma
7 years in, we ask the hard questions:
• Can AI & LLMs actually speed drug discovery?
• What bold bets will reset pharma?
• How do we move from pilots → production?
Oct 23, let’s dig in.
#LifeSciences #AIinBiopharma
October 16, 2025 at 8:13 PM
Gearing up for 𝗗𝗮𝘁𝗮𝗙𝗔𝗜𝗥 2025 in Boston.
7 years in, we ask the hard questions:
• Can AI & LLMs actually speed drug discovery?
• What bold bets will reset pharma?
• How do we move from pilots → production?
Oct 23, let’s dig in.
#LifeSciences #AIinBiopharma
7 years in, we ask the hard questions:
• Can AI & LLMs actually speed drug discovery?
• What bold bets will reset pharma?
• How do we move from pilots → production?
Oct 23, let’s dig in.
#LifeSciences #AIinBiopharma
Earlier last week in #Philadelphia, we hosted a small group dinner during #BioTechX USA 2025.
It felt great to sit down with heads of R&D, data, and operations from #pharma, #biotech, and #diagnostics hearing directly what they care about and what still trips teams up.
It felt great to sit down with heads of R&D, data, and operations from #pharma, #biotech, and #diagnostics hearing directly what they care about and what still trips teams up.
September 23, 2025 at 10:30 AM
Earlier last week in #Philadelphia, we hosted a small group dinner during #BioTechX USA 2025.
It felt great to sit down with heads of R&D, data, and operations from #pharma, #biotech, and #diagnostics hearing directly what they care about and what still trips teams up.
It felt great to sit down with heads of R&D, data, and operations from #pharma, #biotech, and #diagnostics hearing directly what they care about and what still trips teams up.
Clinical & real-world datasets can unlock breakthroughs in #drugdevelopment & #precisionmedicine - but patient data is fragmented across labs, imaging, omics & outcomes.
Join us to see how we unify it into a #KnowledgeGraph!
👉 bit.ly/kg-webinar_p...
Join us to see how we unify it into a #KnowledgeGraph!
👉 bit.ly/kg-webinar_p...
September 12, 2025 at 6:01 PM
Clinical & real-world datasets can unlock breakthroughs in #drugdevelopment & #precisionmedicine - but patient data is fragmented across labs, imaging, omics & outcomes.
Join us to see how we unify it into a #KnowledgeGraph!
👉 bit.ly/kg-webinar_p...
Join us to see how we unify it into a #KnowledgeGraph!
👉 bit.ly/kg-webinar_p...
“A team of PhD-level experts in your pocket.”
That’s how Sam Altman pitched #GPT5
We stress-tested that claim on a real #genomics problem - the kind scientists wrestle with daily in code and data.
Did it live up to the hype?
👉 elucidata.io/blog/gpt5-ph...
#PhD #GPT5
That’s how Sam Altman pitched #GPT5
We stress-tested that claim on a real #genomics problem - the kind scientists wrestle with daily in code and data.
Did it live up to the hype?
👉 elucidata.io/blog/gpt5-ph...
#PhD #GPT5
August 29, 2025 at 5:39 PM
“A team of PhD-level experts in your pocket.”
That’s how Sam Altman pitched #GPT5
We stress-tested that claim on a real #genomics problem - the kind scientists wrestle with daily in code and data.
Did it live up to the hype?
👉 elucidata.io/blog/gpt5-ph...
#PhD #GPT5
That’s how Sam Altman pitched #GPT5
We stress-tested that claim on a real #genomics problem - the kind scientists wrestle with daily in code and data.
Did it live up to the hype?
👉 elucidata.io/blog/gpt5-ph...
#PhD #GPT5
Delays in PK/PD data retrieval from trial PDFs can stall decisions by up to 2 weeks, push trial start dates back by months & even give competitors early access to trial sites.
Time to rethink data accessibility in clinical research.
👉 bit.ly/webinar-xtract
#ClinicalTrials #Discovery #AI
Time to rethink data accessibility in clinical research.
👉 bit.ly/webinar-xtract
#ClinicalTrials #Discovery #AI
August 25, 2025 at 6:04 AM
Delays in PK/PD data retrieval from trial PDFs can stall decisions by up to 2 weeks, push trial start dates back by months & even give competitors early access to trial sites.
Time to rethink data accessibility in clinical research.
👉 bit.ly/webinar-xtract
#ClinicalTrials #Discovery #AI
Time to rethink data accessibility in clinical research.
👉 bit.ly/webinar-xtract
#ClinicalTrials #Discovery #AI
1 day left. Have you registered yet?
🔗 Register: bit.ly/kg_webinar
#webinar #AI #knowledgegraph #research
🔗 Register: bit.ly/kg_webinar
#webinar #AI #knowledgegraph #research
August 4, 2025 at 7:54 PM
1 day left. Have you registered yet?
🔗 Register: bit.ly/kg_webinar
#webinar #AI #knowledgegraph #research
🔗 Register: bit.ly/kg_webinar
#webinar #AI #knowledgegraph #research
🔗 Register: bit.ly/kg_webinar
Polly KG introduces a programmable knowledge layer purpose-built for life sciences R&D. It supports natural language queries, cross-species reasoning, and domain-specific scoring within secure, enterprise environments.
Polly KG introduces a programmable knowledge layer purpose-built for life sciences R&D. It supports natural language queries, cross-species reasoning, and domain-specific scoring within secure, enterprise environments.
July 31, 2025 at 6:51 PM
🔗 Register: bit.ly/kg_webinar
Polly KG introduces a programmable knowledge layer purpose-built for life sciences R&D. It supports natural language queries, cross-species reasoning, and domain-specific scoring within secure, enterprise environments.
Polly KG introduces a programmable knowledge layer purpose-built for life sciences R&D. It supports natural language queries, cross-species reasoning, and domain-specific scoring within secure, enterprise environments.
We will demo how teams use Polly KG to:
⚡ Accelerate discovery
🎯 Improve success rates
📊 Cut reporting friction
🔗 Register: bit.ly/kg_webinar
#knowledgegraphs #lifesciences #PollyKG #drugdiscovery #AI #webinar #science #TargetDiscovery #BiomedicalAI #HealthTech
⚡ Accelerate discovery
🎯 Improve success rates
📊 Cut reporting friction
🔗 Register: bit.ly/kg_webinar
#knowledgegraphs #lifesciences #PollyKG #drugdiscovery #AI #webinar #science #TargetDiscovery #BiomedicalAI #HealthTech
July 28, 2025 at 7:37 PM
We will demo how teams use Polly KG to:
⚡ Accelerate discovery
🎯 Improve success rates
📊 Cut reporting friction
🔗 Register: bit.ly/kg_webinar
#knowledgegraphs #lifesciences #PollyKG #drugdiscovery #AI #webinar #science #TargetDiscovery #BiomedicalAI #HealthTech
⚡ Accelerate discovery
🎯 Improve success rates
📊 Cut reporting friction
🔗 Register: bit.ly/kg_webinar
#knowledgegraphs #lifesciences #PollyKG #drugdiscovery #AI #webinar #science #TargetDiscovery #BiomedicalAI #HealthTech
Join us to see what an adaptive knowledge graph looks like.
We’ll show how Polly KG answers your “what ifs” - with custom data integration, schema flexibility, and domain-specific ontologies tailored for research & discovery teams.
We’ll show how Polly KG answers your “what ifs” - with custom data integration, schema flexibility, and domain-specific ontologies tailored for research & discovery teams.
July 28, 2025 at 7:37 PM
Join us to see what an adaptive knowledge graph looks like.
We’ll show how Polly KG answers your “what ifs” - with custom data integration, schema flexibility, and domain-specific ontologies tailored for research & discovery teams.
We’ll show how Polly KG answers your “what ifs” - with custom data integration, schema flexibility, and domain-specific ontologies tailored for research & discovery teams.
After my recent post, it’s clear: the pain around knowledge graphs in biopharma is real.
Disconnected schemas. No context. Engineers overloaded for basic queries.
We’ve been there. We’ve felt that too. And it’s exactly why we built Polly KG.
Disconnected schemas. No context. Engineers overloaded for basic queries.
We’ve been there. We’ve felt that too. And it’s exactly why we built Polly KG.
July 28, 2025 at 7:37 PM
After my recent post, it’s clear: the pain around knowledge graphs in biopharma is real.
Disconnected schemas. No context. Engineers overloaded for basic queries.
We’ve been there. We’ve felt that too. And it’s exactly why we built Polly KG.
Disconnected schemas. No context. Engineers overloaded for basic queries.
We’ve been there. We’ve felt that too. And it’s exactly why we built Polly KG.
When we built Polly KG, we weren’t trying to make just another #knowledgegraph.
We built it to move past rigid schemas, surface NLP, and endless engineering loops - so scientists could just ask and answer questions that matter.
Join us on Aug 5 - bit.ly/kg_webinar
#webinar #AI #bioinformatics
We built it to move past rigid schemas, surface NLP, and endless engineering loops - so scientists could just ask and answer questions that matter.
Join us on Aug 5 - bit.ly/kg_webinar
#webinar #AI #bioinformatics
July 25, 2025 at 6:41 PM
When we built Polly KG, we weren’t trying to make just another #knowledgegraph.
We built it to move past rigid schemas, surface NLP, and endless engineering loops - so scientists could just ask and answer questions that matter.
Join us on Aug 5 - bit.ly/kg_webinar
#webinar #AI #bioinformatics
We built it to move past rigid schemas, surface NLP, and endless engineering loops - so scientists could just ask and answer questions that matter.
Join us on Aug 5 - bit.ly/kg_webinar
#webinar #AI #bioinformatics
Still thinking about the energy at the Festival of Genomics & Biodata in Boston!
Every R&D conversation circled back to AI in cohorting, multi-omics, and the need for better, context-rich data.
Thanks to all who joined our session or stopped by.
Snapshots from the talk👇
Every R&D conversation circled back to AI in cohorting, multi-omics, and the need for better, context-rich data.
Thanks to all who joined our session or stopped by.
Snapshots from the talk👇
July 18, 2025 at 7:46 PM
Still thinking about the energy at the Festival of Genomics & Biodata in Boston!
Every R&D conversation circled back to AI in cohorting, multi-omics, and the need for better, context-rich data.
Thanks to all who joined our session or stopped by.
Snapshots from the talk👇
Every R&D conversation circled back to AI in cohorting, multi-omics, and the need for better, context-rich data.
Thanks to all who joined our session or stopped by.
Snapshots from the talk👇
We recently ran a closed Agentic AI workshop with biopharma R&D leaders - every seat filled. Now we’re opening it up virtually.
Join us to build AI agents that actually work with biomedical data.
Request your invite: bit.ly/AgenticAIwor...
#AI #biopharma #clinical #workshop
Join us to build AI agents that actually work with biomedical data.
Request your invite: bit.ly/AgenticAIwor...
#AI #biopharma #clinical #workshop
July 17, 2025 at 8:15 PM
We recently ran a closed Agentic AI workshop with biopharma R&D leaders - every seat filled. Now we’re opening it up virtually.
Join us to build AI agents that actually work with biomedical data.
Request your invite: bit.ly/AgenticAIwor...
#AI #biopharma #clinical #workshop
Join us to build AI agents that actually work with biomedical data.
Request your invite: bit.ly/AgenticAIwor...
#AI #biopharma #clinical #workshop
Join us tomorrow at 10:30 AM PT to learn what AlphaGenome delivers and how to apply its predictions effectively in your workflows.
#AI #Genomics #Medicine
Register: bit.ly/alphagenomew...
Last day to join us!
#AI #Genomics #Medicine
Register: bit.ly/alphagenomew...
Last day to join us!
July 16, 2025 at 7:15 PM
Join us tomorrow at 10:30 AM PT to learn what AlphaGenome delivers and how to apply its predictions effectively in your workflows.
#AI #Genomics #Medicine
Register: bit.ly/alphagenomew...
Last day to join us!
#AI #Genomics #Medicine
Register: bit.ly/alphagenomew...
Last day to join us!
We’re just beginning to see what foundation models like #AlphaGenome can do in functional genomics. But the real breakthroughs happen when you connect predictions to biology, context, and therapeutic intent.
Join Rahul Tyagi on July 17 to see what’s next.
bit.ly/alphagenomew...
#AI #genomics
Join Rahul Tyagi on July 17 to see what’s next.
bit.ly/alphagenomew...
#AI #genomics
July 12, 2025 at 8:24 PM
We’re just beginning to see what foundation models like #AlphaGenome can do in functional genomics. But the real breakthroughs happen when you connect predictions to biology, context, and therapeutic intent.
Join Rahul Tyagi on July 17 to see what’s next.
bit.ly/alphagenomew...
#AI #genomics
Join Rahul Tyagi on July 17 to see what’s next.
bit.ly/alphagenomew...
#AI #genomics
🇺🇸 Happy Independence Day from all of us at Elucidata!
To our colleagues, customers, advisors, and partners in the U.S., thank you for your vision, conviction, and collaboration.
Cheers to a peaceful, safe, and happy holiday.
#IndependenceDay #4thofJuly #Happy4th #July4th
To our colleagues, customers, advisors, and partners in the U.S., thank you for your vision, conviction, and collaboration.
Cheers to a peaceful, safe, and happy holiday.
#IndependenceDay #4thofJuly #Happy4th #July4th
July 4, 2025 at 2:39 PM
🇺🇸 Happy Independence Day from all of us at Elucidata!
To our colleagues, customers, advisors, and partners in the U.S., thank you for your vision, conviction, and collaboration.
Cheers to a peaceful, safe, and happy holiday.
#IndependenceDay #4thofJuly #Happy4th #July4th
To our colleagues, customers, advisors, and partners in the U.S., thank you for your vision, conviction, and collaboration.
Cheers to a peaceful, safe, and happy holiday.
#IndependenceDay #4thofJuly #Happy4th #July4th
Built on GPT-4.1 and powered by tree-of-thought reasoning, our new multi-agent AI system outperforms standard prompting baselines across critical metadata fields like disease, tissue, sampling site, donor mapping, demographics, and more.
Here’s what it delivers:
Here’s what it delivers:
July 1, 2025 at 6:32 PM
Built on GPT-4.1 and powered by tree-of-thought reasoning, our new multi-agent AI system outperforms standard prompting baselines across critical metadata fields like disease, tissue, sampling site, donor mapping, demographics, and more.
Here’s what it delivers:
Here’s what it delivers:
Just wrapped a workshop in Boston where we built Agentic #AI systems from scratch.
What breaks most projects? Messy data.
What makes them work? Structure, context & scale -starting at the data layer.
More soon, including a deep dive on our system: bit.ly/AgenticAIweb...
What breaks most projects? Messy data.
What makes them work? Structure, context & scale -starting at the data layer.
More soon, including a deep dive on our system: bit.ly/AgenticAIweb...
June 25, 2025 at 5:12 PM
Just wrapped a workshop in Boston where we built Agentic #AI systems from scratch.
What breaks most projects? Messy data.
What makes them work? Structure, context & scale -starting at the data layer.
More soon, including a deep dive on our system: bit.ly/AgenticAIweb...
What breaks most projects? Messy data.
What makes them work? Structure, context & scale -starting at the data layer.
More soon, including a deep dive on our system: bit.ly/AgenticAIweb...
Looking forward to speaking at #FOGBoston today! 😃
Let me know if you are here and want to chat!
Exciting times for #genomics data 🧬
@flgenomics.bsky.social
Let me know if you are here and want to chat!
Exciting times for #genomics data 🧬
@flgenomics.bsky.social
June 24, 2025 at 12:48 PM
Looking forward to speaking at #FOGBoston today! 😃
Let me know if you are here and want to chat!
Exciting times for #genomics data 🧬
@flgenomics.bsky.social
Let me know if you are here and want to chat!
Exciting times for #genomics data 🧬
@flgenomics.bsky.social
High-quality metadata is essential for downstream AI applications; however, it remains the weakest link in most biomedical pipelines.
In our latest preprint, we introduced a novel Multi-Agentic AI System built to break the tradeoff between metadata quality and scalability:
In our latest preprint, we introduced a novel Multi-Agentic AI System built to break the tradeoff between metadata quality and scalability:
June 23, 2025 at 6:55 PM
High-quality metadata is essential for downstream AI applications; however, it remains the weakest link in most biomedical pipelines.
In our latest preprint, we introduced a novel Multi-Agentic AI System built to break the tradeoff between metadata quality and scalability:
In our latest preprint, we introduced a novel Multi-Agentic AI System built to break the tradeoff between metadata quality and scalability:
#Genomic data complexity slowing down your oncology, biomarker, or clinical trial work? We get it.
That's why we're excited for the Festival of Genomics & Biodata Boston 2025!
Come chat with us about tackling disjointed multi-omics data and accelerating insights.
@flgenomics.bsky.social
That's why we're excited for the Festival of Genomics & Biodata Boston 2025!
Come chat with us about tackling disjointed multi-omics data and accelerating insights.
@flgenomics.bsky.social
June 20, 2025 at 6:57 PM
#Genomic data complexity slowing down your oncology, biomarker, or clinical trial work? We get it.
That's why we're excited for the Festival of Genomics & Biodata Boston 2025!
Come chat with us about tackling disjointed multi-omics data and accelerating insights.
@flgenomics.bsky.social
That's why we're excited for the Festival of Genomics & Biodata Boston 2025!
Come chat with us about tackling disjointed multi-omics data and accelerating insights.
@flgenomics.bsky.social
Automated metadata curation with human-level accuracy, dataset-wide scale, and traceable quality.
Our Agentic AI system extracted 23+ metadata fields with 93% recall from GEO, papers, and supplementary files across 211 studies.
Our Agentic AI system extracted 23+ metadata fields with 93% recall from GEO, papers, and supplementary files across 211 studies.
June 19, 2025 at 7:07 PM
Automated metadata curation with human-level accuracy, dataset-wide scale, and traceable quality.
Our Agentic AI system extracted 23+ metadata fields with 93% recall from GEO, papers, and supplementary files across 211 studies.
Our Agentic AI system extracted 23+ metadata fields with 93% recall from GEO, papers, and supplementary files across 211 studies.
Last night’s dinner in Boston reminded me why we do this :)
A few R&D leaders around a table, sharing what’s working, what’s not, and how to make biomedical research actually move at the speed we need.
A few R&D leaders around a table, sharing what’s working, what’s not, and how to make biomedical research actually move at the speed we need.
June 18, 2025 at 7:30 PM
Last night’s dinner in Boston reminded me why we do this :)
A few R&D leaders around a table, sharing what’s working, what’s not, and how to make biomedical research actually move at the speed we need.
A few R&D leaders around a table, sharing what’s working, what’s not, and how to make biomedical research actually move at the speed we need.
AI agents fail when built on fragmented, context-agnostic data. In discovery, translational and clinical, that failure costs time, capital, and patient outcomes.
On June 20, we are hosting an in-person workshop in Boston on Building AI Agents with Fit-for-Purpose Data.
On June 20, we are hosting an in-person workshop in Boston on Building AI Agents with Fit-for-Purpose Data.
June 12, 2025 at 8:08 PM
AI agents fail when built on fragmented, context-agnostic data. In discovery, translational and clinical, that failure costs time, capital, and patient outcomes.
On June 20, we are hosting an in-person workshop in Boston on Building AI Agents with Fit-for-Purpose Data.
On June 20, we are hosting an in-person workshop in Boston on Building AI Agents with Fit-for-Purpose Data.