What does "AI visibility" mean for my business?

When someone asks ChatGPT, Claude, or Gemini "what is the best..." or "where can I find...", AI gives specific recommendations. AI visibility is a measure of how often — and how positively — these AI platforms mention your business. It's the new version of being on the first page of Google, except now there are no pages — just one answer.

Which AI platforms do you monitor?

Pendium monitors ChatGPT, Claude, Gemini, Grok, Perplexity, DeepSeek, and Google AI Overviews — seven major AI platforms that consumers use to research local services. We run real queries that your customers actually ask and analyze the responses for mentions of your business, competitors, and industry topics.

How does Pendium improve my visibility?

Three ways. First, we identify the exact queries and topics where you're invisible. Second, we generate AI-optimized content — articles, guides, social posts — designed to help AI agents understand your business and recommend your services to the right people. Third, we continuously monitor to track improvement and find new opportunities. Most clients see measurable improvement within 60 days.

How long until I see results?

You'll get your first visibility report within minutes of signing up. Actual visibility improvement varies, but our clients typically see a 47% average improvement within 60 days. Some see results faster — it depends on your current online presence and how competitive your local market is.

Do I need to be technical to use this?

Not at all. Enter your website URL and Pendium handles everything: scanning AI platforms, analyzing your visibility, generating content, and tracking improvement. The dashboard is designed for business owners, not engineers. If you can check your email, you can use Pendium.

What makes this different from SEO?

Traditional SEO optimizes for Google's search rankings — blue links on a results page. AI visibility is different: AI doesn't show links, it gives direct answers. Even if you rank #1 on Google, ChatGPT might recommend a competitor. Pendium optimizes for the new paradigm — making sure AI platforms know about, trust, and recommend your business.

Pricing

Get a demo

Adaptyv Biosystems

Visibility26

Vibe89

Businesses/Biotechnology/Adaptyv Biosystems

AI Visibility & Sentiment

Adaptyv Biosystems

Adaptyv Biosystems is a biotechnology company providing an all-in-one platform for protein design, enabling researchers to order, manage, and analyze experimental results with a three-week turnaround. By integrating automated lab processes with digital tools, they empower protein engineers to accelerate their research and development cycles.

Active Monitoring

adaptyvbio.com

Biotechnology

AI Visibility Score

26/100

Low

Sentiment Score

89/100

Score by Reach

How often this business is recommended to users across different types of conversations — from direct product queries to broader open-ended conversations where AI could recommend this company's products and services

core

adjacent

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Adaptyv Biosystems today.

Adaptyv Biosystems holds a dominant position in brand awareness queries across all major AI platforms, yet faces a critical disconnect in capturing technical intent for automated protein design solutions. While the brand is recognized as an authoritative entity, it fails to translate this brand equity into the tactical, query-driven discovery required to influence Senior Protein Engineers and Lab Leads during their vendor evaluation phase.

Value Proposition

A high-speed, automated 'cloud lab' that delivers high-quality experimental data for protein design in just three weeks, replacing traditional, slow outsourcing methods.

Overview

Mission

To provide the data that AI models need to design new proteins in record time.

Products & Services

Automated protein design experimental platformBinding affinity characterizationThermostability testingProtein expression servicesComprehensive API for experimental data integration

Current State

Visibility Landscape

A high-level view of how Adaptyv Biosystems performs across AI platforms, broken down by strategic reach level — from core brand queries to growth opportunities.

	ChatGPT	Claude	Gemini	AI Overviews
Reputation Brand recognition & direct queries	25	27	6	50
Core Topics Product/service category queries	0	0	0	0
Growth Areas Adjacent, aspirational & visionary	—	—	—	—

ChatGPT

Claude

Gemini

AI Overviews

Reputation

Brand recognition & direct queries

Core Topics

Product/service category queries

Growth Areas

Adjacent, aspirational & visionary

—

Competitive Landscape

ProteinMPNN

14 mentions

Twist Bioscience

12 mentions

Creative Biolabs

11 mentions

RFdiffusion

10 mentions

WuXi Biologics

10 mentions

GenScript

9 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

What's working, what's not, and specific steps to improve Adaptyv Biosystems's AI visibility.

Key Findings

Strength

Unrivaled brand recall, achieving the top spot across all platforms for identity-based queries.

Strength

High visibility in AI Overviews for queries specifically related to integrating protein design with automated platforms.

Strength

Positive sentiment and high-quality positioning on Claude, suggesting strong alignment with technical user expectations.

Recommended Actions

Develop and deploy technical long-form content answering 'how to build an automated data pipeline for protein engineering'.

The brand currently captures zero visibility for this high-intent query, leaving the door open for competitors to influence the digital architecture choices of lab leads.

Optimize technical documentation for 'Biotechnology Infrastructure & Vendor Evaluation' criteria.

By explicitly defining the criteria for high-throughput infrastructure, Adaptyv can influence the AI logic used to recommend vendors to decision-makers.

Launch a series of performance-based case studies highlighting reduction in experimental turnaround times.

This addresses the primary pain point of the Senior Protein Engineer, a persona where the brand is currently failing to convert search interest into visibility.

Content Engineering

Content Ideas

Content designed to help AI agents learn about your category and recommend your brand.

Programmatic Testing

Sample Conversations

We programmatically analyze questions that real customers are asking to AI agents and chatbots, extract brand mentions and sentiment, analyze every response, and synthesize the data into an action plan to increase AI visibility.

ChatGPT

Claude

Gemini

AI Overviews

Optimizing Protein Engineering R&D Cycles(2 queries)

“how can i speed up my protein design experimental turnaround time to under a month”

0/4 platforms mentioned

Core

ChatGPT

1.IDT

2.Twist Bioscience

3.GenScript

4.ProBio

5.Creative Biolabs

+13 more

Claude

1.RFdiffusion

2.BindCraft

3.ProteinMPNN

4.AlphaFold2

5.Ovo

+2 more

Gemini

1.Strateos

2.myTXTL

3.Daicel Arbor Biosciences

4.RFdiffusion

5.ProteinMPNN

+2 more

AI Overviews

1.Twist Bioscience

2.Agilent

3.ThermoFisher

4.Biosero

“best automated platforms for integrating protein design with experimental feedback loops”

1/4 platforms mentioned

Core

The Senior Protein Engineer · Director of Protein Engineering

ChatGPT

1.Ginkgo Bioworks

2.AI Proteins

3.Imec

4.Nature Communications

5.Levitate Bio Bench

+7 more

Claude

1.SAMPLE

2.iAutoEvoLab

3.Protein CREATE

4.MULTI-evolve Framework

5.IMPRESS

+1 more

Gemini

1.CRADLE-1

2.ACROBiosystems

3.Codexis

4.CodeEvolver

5.Twist Bioscience

+6 more

AI Overviews

1.Adaptyv Bio

2.RFdiffusion

3.ACROBiosystems

4.Twist Bioscience

5.Cradle

+8 more

Source Intelligence

Citations

The sources AI platforms cite when recommending this brand. Pendium reverse-engineers what's already proven to be catnip to AI agents, then engineers content that fills gaps and helps agents do their job — which means more citations for you.

1 Accelerating protein design by scaling 1 experimental characterization 2 3

biorxiv.org

Web1 ref

Accelerating protein design by scaling experimental characterization | bioRxiv

biorxiv.org

Web1 ref

Biology+AI Daily on X: "Accelerating Protein Design by Scaling Experimental Characterization 🚀 New preprint from David Baker!🚀 1. This preprint introduces a novel workflow called Semi-Automated Protein Production (SAPP) that significantly accelerates the experimental validation of de novo protein https://t.co/uu2bTKogof" / X

x.com

Social1 ref

Accelerating protein design by scaling experimental characterization | Request PDF

researchgate.net

Web1 ref

Ideas Lab: Use-Inspired Acceleration of Protein Design (USPRD) | NSF - U.S. National Science Foundation

nsf.gov

Gov1 ref

Opportunities and challenges in design and optimization of protein function - PMC

pmc.ncbi.nlm.nih.gov

Gov1 ref

GitHub - Peldom/papers_for_protein_design_using_DL: List of papers about Proteins Design using Deep Learning

github.com

Code1 ref

Accelerating protein design by scaling experimental ...

biorxiv.org

Web1 ref

Accelerating therapeutic protein design with computational approaches toward the clinical stage - ScienceDirect

sciencedirect.com

Web1 ref

Accelerating protein design by scaling experimental ...

linkedin.com

Social1 ref

ProteinDJ: a high-performance and modular protein design pipeline | bioRxiv

biorxiv.org

Web1 ref

Protein design and RNA design: Perspectives - Chen - 2026 - Quantitative Biology - Wiley Online Library

doi.org

Web1 ref

Code to complex: AI-driven de novo binder design: Structure

cell.com

Web1 ref

Accelerating protein design by scaling experimental characterization | bioRxiv

biorxiv.org

Web1 ref

Ovo, an Open-Source Ecosystem for De Novo Protein Design | bioRxiv

biorxiv.org

Web1 ref

Competitive Landscape

Brands and products that AI platforms mention alongside or instead of Adaptyv Biosystems.

ProteinMPNN14 mentions

Twist Bioscience12 mentions

Creative Biolabs11 mentions

RFdiffusion10 mentions

WuXi Biologics10 mentions

Adaptyv Biosystems10 mentions

GenScript9 mentions

AlphaFold29 mentions

Rosetta9 mentions

Benchling8 mentions

AlphaFold8 mentions

Brand Identity

Brand Voice & Style

How AI perceives Adaptyv Biosystems's communication style and personality

Adaptyv communicates with a high degree of technical precision, reflecting its identity as a cutting-edge, science-first company. The tone is professional, efficient, and authoritative, yet it remains accessible to the scientific community by focusing on solving specific, painful bottlenecks in the research process. It balances the complexity of synthetic biology with the clarity of a modern, user-friendly software platform.

Core Tone Traits

Authoritative & Expert

Demonstrates deep domain knowledge in protein engineering and laboratory automation.

Data-driven & Precise

Focuses on metrics, turnaround times, and high-quality, actionable experimental results.

Efficient & Modern

Emphasizes speed, automation, and the 'cloud lab' paradigm shift.

Professional & Reliable

Maintains a corporate, trustworthy demeanor suitable for high-stakes biotech R&D.

Engineer content that makes AI agents recommend you

Pendium analyzes how AI platforms perceive your brand, reverse-engineers what they already cite, and continuously publishes content designed to fill gaps and earn more mentions — on autopilot, with you in the loop.

Data generated by Pendium.ai AI visibility scanning. Last scanned March 9, 2026.