How it Works → Customers →

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evergrow os · v2.1
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[ THE AI VISIBILITY OS · OBSERVE · UNDERSTAND · IMPROVE ]

Teach
Your Business.

Helping businesses turn AI models into their best salesperson.

AI is already selling your category. Evergrow lets you observe, understand and improve how the models represent you, so you win the answer today and own the default tomorrow.

How It Works →

✦ +583% visitors in 100 days for tourism  ·  $200K in 60 days for SaaS  ·  See the results →

TRUSTED BY GROWING B2B BUSINESSES
Mr. Food mrfood
robotics
Sapien Labs sapien
labs
Keyframe keyframe
labs
Eye Candy Robotics eyecandy
robotics
Visit Canada Global Educational Tours ReloomVR The Agentic Labs
The Briefing Gap

AI is already selling your category. Nobody has briefed it.

The machine works every deal, in every market, and it answers from your homepage, a spec sheet and a competitor's comparison page. That is the entire briefing. Evergrow writes the one it never got.

94% of business buyers used AI in their last purchase  ✦ 51% start vendor research in an AI chatbot  ✦ 2.5B prompts a day  ✦ 10-40% B2B organic decline  ✦ 1B weekly ChatGPT users  ✦ 95% buy from the day-one shortlist  ✦
94%

of business buyers used AI in their most recent purchase

Forrester Buyers' Journey, 2026

51%

begin vendor research in an AI chatbot more often than Google

G2, The Answer Economy, 2026

10-40%

decline in B2B organic traffic as research moves into answer engines

Forrester B2B Summit, 2026

Step 01 · See what the machines say

Observe

See exactly how ChatGPT, Gemini, Perplexity and AI search describe you today, on the questions your buyers actually ask, in every market you sell into and against every rival you name.

Measured by: Share of Answer and Competitive Rank, reported weekly.
Step 02 · Know why

Understand

Know why the answer reads the way it does: which sources the models trust, who owns which claim, and where your own evidence is thin, missing or years out of date.

Measured by: Every question asked two ways: the live web, and the model's own memory.
Step 03 · Change the answer

Improve

Publish the proof that changes the answer, in your voice and on your own site. Six agent steps run on repeat: research, strategize, create, publish, track, rewrite. Nothing goes live without your yes.

Measured by: First citations in weeks. First measurable growth in 90 to 120 days.
The moat · It compounds

Compound

Cited consistently, your evidence is absorbed the next time the models learn. Your position stops being rented from each day's search results and becomes part of the model's own logic, inherited by every tool built on it. Citations beget citations, and this cannot be outspent the way ads can.

Measured by: Citation durability, including movement in model memory.
What we do

Helping businesses turn AI models into their best salesperson

+583%
Unique visitors in 100 days
Visit Canada · 40 guides · tourism
$200K
New revenue in 60 days
B2B software · 25 articles · 2 enterprise deals
90-120
Days to first growth
12,000+
Articles curated
50M
Words written
2M+
Pages researched
Explore the case studies
The system

One system. Six steps. It never stops running.

Research becomes strategy. Strategy becomes published pages. Every page is tracked against your rivals and rewritten when it slips. Nothing goes live without a human editor's approval.

01. We Learn Your Business Inside Out

The system is built from what your experts, engineers and operations team already know. Our agents study your services, your voice and your ideal customer, so every page sounds like you wrote it and targets exactly the buyers you want.

Brand Profile
Target Customers
Model Analyzed

02. Finding What Your Buyers Actually Search

We uncover the exact questions your buyers type into Google and ask ChatGPT, Gemini and Perplexity. A traveller searching "best hidden beaches in Bali" and a CTO asking for "enterprise API security tools" need different answers. We find every question that matters, then research each one 20 levels deep across 400 to 800 sources.

Explore how our Market Agent works
Methodology Step 02
Intent Mapped
Search Volume

03. Exposing Your Competitors' Weaknesses

We reverse-engineer what is working for the businesses the machines currently cite instead of you. Then we find what they are missing: the topics they have not covered, the questions they have not answered, the claims they cannot prove. Those gaps become your fastest path into the answer.

Methodology Step 03
Content Gap
Authority Score

04. Building Your Ranking Blueprint

With the intelligence gathered, we build a ranked publishing blueprint, not a keyword list. It shows exactly what to publish, in what order, to systematically overtake every named rival in your market.

Explore Strategy Blueprint
Asset Required Comparison Guide
Asset Required Use-Case Landing Page
Content Hub Architected

05. Publishing Content That Builds Trust

Now the engine runs. Your AI team produces deeply researched articles, guides and FAQ pages in your voice, fact checked and human approved, published straight into your CMS with the schema agents read. Written to earn Google's trust and get cited when someone asks ChatGPT about your industry.

Explore Content Execution
Methodology Step 05
Content Published
Indexing Pinged

06. Tracking, Rewriting, Compounding

Every page is tracked across every model, every market and every named rival. Stale pages are found and corrected automatically. Within 90 to 120 days the results compound: more demo requests, more bookings, more buyers arriving already convinced.

Explore Optimization & Growth
Traffic Growth +314%
New Leads 42/week
What our clients say

They Were Invisible to the Machines. Now They Are the Answer.

Real results from real businesses. A tourism agency and a B2B software firm on what happened when the machines finally learned their category from them.

Stefan Mercier

Stefan Mercier

Founder & CEO, Visit Canada

Tourism

Evergrow is a great tool for us. It helped us scale large quantities of content, manage it, plan it, and publish it in a fraction of the time. A great solution I'd recommend for any small business.

7x

Traffic

15+

Leads

100

Days

Read the full story →
Ritik Kansal

Ritik Kansal

Founder, Coding Sphere

B2B SaaS

If you're a B2B SaaS owner, you don't need more posts. You need content that closes. Evergrow helped us turn search intent into booked calls and real revenue fast, without burning time on endless writing or guesswork.

$200K

Revenue

2

Enterprise

60

Days

Get results like this →

0+

Articles Published

0 M

Words Written

0 M+

Web Pages Researched
Built For Your Industry

We speak your buyer's language

Every industry has different buyers, different questions and different paths to revenue. Here is exactly how evergrow works for yours.

1 / 6
Software engineer working at a laptop in a warm studio B2B SaaS & Tech $200Kin 60 days

CTOs don't read cold emails. They ask ChatGPT.

51% of software buyers now begin research with an AI chatbot more often than Google, and 69% chose a different vendor than planned on its guidance. If the models never learned your category from you, you never make the shortlist.

"best [category] platform for enterprise" "[your product] vs [competitor] review 2026"

G2, The Answer Economy, April 2026

Container terminal at dusk with floodlit gantry cranes Supply Chain & Logistics 41%now use AI

Your next contract starts in an AI chat window.

Buyers research in three places and all three are machine mediated: walk-lists built by prompt weeks before ProMat and MODEX, RFPs drafted with AI, and category copilots comparing vendors before a human sees a deck.

"best 3PL providers for [industry]" "warehouse automation ROI calculator"

MHI + Deloitte Annual Industry Report, 2026

Aerial view of a white sand beach with palms Travel & Tourism +583%in 100 days

Travellers are asking AI. OTAs are answering.

56% of US travellers used AI for a trip this year and a third research in ChatGPT and Gemini, five times 2024 levels. When they ask, TripAdvisor and Booking.com own the answer. Not your brand.

"best boutique hotels in [city]" "things to do in [destination]"

Phocuswright, 2026 · Visit Canada result

Humanoid robot in motion against a studio backdrop Robotics & Automation 542Krobots in 2024

Engineers trust datasheets. Research starts in AI.

Technical buyers complete 62% of the journey online before contacting a vendor, and 69% now use generative AI in purchasing, yet rate its answers 4.7 out of 10 for trust. The vendor whose evidence closes that gap wins the spec.

"best [robot type] for [application]" "[platform] vs [competitor] technical comparison"

IFR World Robotics 2025 · TREW + GlobalSpec 2026

Person working at a styled desk with a laptop Ecommerce & D2C ~5×conversion

Ad costs keep rising. Organic authority doesn't.

You pay more each year to reach the same shopper while marketplaces own product search. The brands winning long term are building evidence the machines cite when someone asks what to buy.

"best [product category] 2026" "how to choose the right [product]"

Agency benchmark of 312 B2B firms, Opollo 2026

Professional standing in a modern loft office Healthcare & Services Localpack + answers

Patients and clients ask first. Locally.

When someone asks for the best specialist near them, the answer is assembled from whoever published real, verifiable expertise. Deep E-E-A-T content is what puts you in that answer instead of page three.

"best [specialty] near me" "[condition] treatment options 2026"

E-E-A-T structured for answer engines

Drag, swipe or use arrow keys

Why most AI content fails

Volume no longer wins.
Evidence does.

A hundred rivals ship the same pitch. To a model, every one of them reads identically, and thin AI copy is now punished by the very algorithms it was written for.

What the category publishes

One pitch, a hundred logos

  • "The fastest platform on the market."
  • "AI powered, end to end visibility."
  • "Trusted by industry leaders."
  • "Smarter decisions, in real time."
  • "Purpose built. Best in class."
Five different companies, one sentence. Nothing a model can cite.
What we publish for you

Evidence a machine can quote

  • Sourced

    Four to eight hundred sources per brief, read twenty levels deep.

  • Named

    Your rivals named, your markets named, the date on the page.

  • Checked

    Every claim verified line by line, then signed by a human editor.

  • Structured

    JSON-LD emitted, so answer engines parse the claim instead of guessing it.

  • Measured

    Share of Answer tracked across every model and market, weekly.

Citable, attributable, dated. The kind of thing a model repeats.

Machines do not rank adjectives. They repeat sources. We make sure the source is you.

Your AI Growth Team

Eight specialists in one relay.

Not a tool you prompt. A sequence that runs continuously, each specialist handing verified work to the next, and every step stopping at a human editor before anything ships.

34 offerings mapped
STEP 01 / 08

The Brand Brain

Memory Agent

Learns your services, your voice and your ideal client, then holds that context permanently. Every later step in the relay inherits it, so nothing drifts off brand.

Explore this step
Tone profile locked Personas 3
4 markets swept
STEP 02 / 08

The Market Agent

Market Research

Scans Google, ChatGPT, Gemini and Perplexity for the questions your buyers ask right now, in every market you sell into, against every rival you name.

Explore this step
Queries analysed 1,847 Gaps found 18
The Skeptic challenges 4
STEP 03 / 08

The Nexus

Deep Research Engine

Goes twenty levels deep across four to eight hundred sources. Three adversarial personas then argue the findings into a position you can actually defend.

Explore this step
Sources ingested 612 Unverified claims 0
Sequenced to compound
STEP 04 / 08

The Architect

Content Strategy

Turns research into a ranked publishing blueprint. Not a keyword list: an order of operations designed to take the category, piece by compounding piece.

Explore this step
Top priority score 94 First wave 12 pieces
Human approved
STEP 05 / 08

Master Copywriter

Content Agent

Writes to rank and to persuade at once, in your voice, then fact checks every claim line by line and holds the draft for a human editor.

Explore this step
Voice match 96% Claims sourced all
Alt text written
STEP 06 / 08

The Art Director

Design Agent

Sources real licensed photography and builds the graphics, compressed and alt tagged for Core Web Vitals. Zero creative briefs from your team.

Assets placed 6 Core Web Vitals pass
Sitemap updated
STEP 07 / 08

The Webmaster

Publishing

Ships straight into WordPress, Shopify or Webflow with the structured data agents actually parse. Metadata and sitemaps handled invisibly.

JSON-LD emitted Indexed in hours
The loop restarts
STEP 08 / 08

The Analyst

Optimization Agent

Watches Share of Answer across every model and market. The moment a position slips it drafts the surgical fix and reclaims it, then the relay starts again.

Explore this step
Share of Answer 71% Competitive rank #1

Every specialist stops at the same gate: you.

Nothing reaches your site without a human editor's approval and your yes. About three hours a week from one decision-maker, and everything produced is yours forever.

12,000+Articles
50MWords
2M+Pages
90-120Days
The measurement nobody else runs

There Are Two Scoreboards. You Have Only Seen One.

We ask every buyer question two ways. The gap between the answers tells you whether today's advantage survives the next model.

Search On · In the App · In Your Market

What Buyers See Today

The answer a real buyer gets this afternoon. It moves week to week with the web, and it is not the same answer in Singapore as in Germany, even for the identical question.

Strong here alone = rented
Search Off · Straight to the Model

What the Model Already Knows

What training actually taught it about you. No live web, no house rules. It moves only when a model retrains, and when it does, every tool built on that model inherits it, including the procurement copilot inside your buyer's firewall.

Strong here = owned

Five numbers, reported on a cadence your board can set its watch to

Share of Answer Competitive Rank Sentiment & Accuracy Category Coverage Pipeline Correlation

Strong today but absent from the model's memory is a rented position: the most common result we find, and the most expensive to discover late. If any number slips, you hear it from us first, with the fix already moving.

How Your Content Converts

Ranking is half the job. Revenue is the other half.

Visibility only counts once it becomes pipeline. Three mechanisms turn an answer into a customer, each with its own number that we report to you.

ACT 01

Enter the shortlist before it closes.

Buyers fill roughly four of five shortlist places on day one, then buy from that list almost every time. Being one of the names their research returns is the whole game, and it is decided before anyone contacts you.

95% buy from the day-one shortlist · 6sense, 2025
ACT 02

Move the buyer who was leaning elsewhere.

Comparison questions are where an incumbent's lead is actually lost. When the machine is asked to weigh you against a named rival, the vendor with the deeper, more verifiable evidence wins the paragraph.

69% chose a different vendor on AI guidance · G2, 2026
ACT 03

Arrive already believed.

Trust built during research does not reset at the first call. AI-referred visitors arrive pre-qualified and closer to deciding, so cycles shorten and fewer conversations are needed to close.

85% think more highly of an AI-cited vendor · G2, 2026
Reported weekly, per prompt
The Shortlist

Vendors returned for "best platform for enterprise"

Your brand#1
Rival A#2
Rival B#3
Rival C#4

95%

of buyers choose from the shortlist written on day one.

The Comparison

Share of answer on "you vs rival" prompts

Your evidence71%
Rival evidence29%

69%

switched to a different vendor than planned, on AI guidance.

The Arrival

Conversion by source

AI-referred visitor14.2%
Traditional organic2.8%

Agency benchmark of 312 B2B firms, Opollo 2026

85%

think more highly of a vendor an AI assistant cites.

The panel follows as you read

Answers

Common Questions

About Evergrow, AEO, and how AI content drives real revenue.

+
ALL QUESTIONS ANSWERED IN YOUR STRATEGY SESSION.
Who is behind this

Two Founders.
One Question.

Why does a machine say what it says about a company, and what actually changes it? One of us builds the systems that research and publish at depth. The other studies what makes a source worth citing in the first place. Evergrow is what sits where those two answers meet.

Every machine selling your category should have learned it from you.

Soumya Swaraj, Founder and AI & Cloud Architect at evergrow
Founder · AI & Cloud Architect

Soumya Swaraj

Builds the multi-agent research and publishing engine behind Evergrow: adversarial AI personas, twenty-level evolutionary research and direct publishing into client infrastructure. Previously architected platforms at JPMorgan Chase serving 10M+ daily requests at zero downtime. Bengaluru, India; operating globally.

Multi-Agent Systems AWS ×6 Certified LangGraph Distributed Data
soumyaswaraj.com LinkedIn →
Dr. Bhavna Pandey, Co-founder, Research & Decision Systems at evergrow
Co-founder · Research & Decision Systems

Dr. Bhavna Pandey

PhD in Management Science, working at the intersection of policy, finance and artificial intelligence. Leads Evergrow's research programme on how organisations become discoverable, credible and decision relevant in an AI-first world: which sources the models surface, cite and trust, and the conditions that put a company among them.

PhD, Management Science Policy & Finance AI-Mediated Decisions Research Methodology
LinkedIn →
Thirty minutes to find out

Every week you wait, the machines learn your category from somebody else.

Helping businesses turn AI models into their best salesperson. Start with the Baseline: thirty of your real buyer questions, scored against your named rivals.

01 · The Baseline

30 of your real buyer questions, scored against your named rivals.

02 · The Pilot

One product line, one geography, 90 days, measured.

03 · The Programme

Full category coverage across products and markets.

Email us instead
Nothing ships without your yes ~3 hours a week Everything is yours forever