Pirros versus Content Catalog

Instead of relying on manual organization, Pirros works differently.

Pirros analyzes your firm’s real project content—automatically organizing and surfacing what designers actually need, and helping firms build and maintain a standards library without months of manual administration. The secret? Pirros leverages AI and computer vision to understand the geometry and composition of content, plus usage patterns across projects, providing firms a living system that improves over time.

Architectural wireframe drawing of modern industrial buildings with structural beams and parking spaces.
Modern building corner with an orange upper section featuring large windows against a blue sky with some tree branches.

AI-enabled search—no tags required

Pirros applies AI and computer vision to automatically ingest, analyze the composition and geometry of details and families, identify duplicates and similars, and organize them. Designers can instantly find what they need, despite imperfect knowledge or tagging.

Tags required

Content Catalog depends on robust tagging and perfect knowledge of what content exists and how it’s named. Imperfectly labeled content is invisible.

Heavy setup

Content Catalog takes significant setup before teams can rely it. No setup support is offered.

Set up in days, not months

Pirros is designed to work immediately. Upload your projects directly from Revit and Pirros automatically organizes content, making everything instantly searchable. Combined with hands-on implementation support, most firms roll out Pirros in days.

Three black-framed windows with bars and pink curtains set in an orange and white painted wall.
Close-up of a modern architectural facade with vertical orange panels and white diagonal lines against a clear blue sky.

A system that builds your standards library

Pirros helps your firm build and improve its standards library automatically. By analyzing how details are used across projects, Pirros surfaces commonly reused content and recommends what should become a standard. Teams can review, vet, and approve those suggestions directly in the platform.

Outside vetting

The entire standards vetting process occurs outside of Content Catalog versus inside of Pirros, putting more admin burden on your team.

Pirros is the AI operating system for AE firms.

We help thousands of firms around the world connect their project data, teams, and workflows to turn past design work into living systems for faster, higher-quality documentation deliverables.

Trusted by the teams at
ICONICON
Hart HowertonHart Howerton
ZyscovichZyscovich
SchenkelShultz ArchitectureSchenkelShultz Architecture
Wiley|Wilson Wiley|Wilson
Rosemann and AssociatesRosemann and Associates
Architecture49Architecture49
ESaESa
DFDG ArchitectureDFDG Architecture
Lake|Flato ArchitectsLake|Flato Architects
VAAVAA
PDRPDR
Studio+Studio+
Ayers Saint GrossAyers Saint Gross
19six Architects19six Architects
Design CollaborativeDesign Collaborative
Hixson Architecture, Engineering, InteriorsHixson Architecture, Engineering, Interiors
DCI EngineersDCI Engineers
RJC EngineersRJC Engineers
ArupArup
WoolpertWoolpert
SSOESSOE
Teter Architects and EngineersTeter Architects and Engineers
McMillan Pazdan Smith ArchitectureMcMillan Pazdan Smith Architecture
Integrated Design SolutionsIntegrated Design Solutions
Kasian Architecture Interior Design and PlanningKasian Architecture Interior Design and Planning
ParkhillParkhill
Steinberg HartSteinberg Hart
JRMAJRMA
DIALOGDIALOG
AO ArchitectsAO Architects
RossettiRossetti
KPFFKPFF
GHAFARIGHAFARI
BoulderBoulder
WSPWSP
LochsaLochsa
RockwellRockwell
CSHQACSHQA
CBACBA
Goody ClancyGoody Clancy
Ratio DesignRatio Design
Fast + EppFast + Epp
GKC ArchitectesGKC Architectes
Mackenzie EngineeringMackenzie Engineering
DegenkolbDegenkolb
LeMessurierLeMessurier
BuehlerBuehler
Walter P MooreWalter P Moore
MalhumMalhum
EAPCEAPC
David Baker ArchitectsDavid Baker Architects
MithunMithun
CO ArchitectsCO Architects
RFMRFM
RamsaRamsa
GMBGMB
ICONICON
Hart HowertonHart Howerton
ZyscovichZyscovich
SchenkelShultz ArchitectureSchenkelShultz Architecture
Wiley|Wilson Wiley|Wilson
Rosemann and AssociatesRosemann and Associates
Architecture49Architecture49
ESaESa
DFDG ArchitectureDFDG Architecture
Lake|Flato ArchitectsLake|Flato Architects
VAAVAA
PDRPDR
Studio+Studio+
Ayers Saint GrossAyers Saint Gross
19six Architects19six Architects
Design CollaborativeDesign Collaborative
Hixson Architecture, Engineering, InteriorsHixson Architecture, Engineering, Interiors
DCI EngineersDCI Engineers
RJC EngineersRJC Engineers
ArupArup
WoolpertWoolpert
SSOESSOE
Teter Architects and EngineersTeter Architects and Engineers
McMillan Pazdan Smith ArchitectureMcMillan Pazdan Smith Architecture
Integrated Design SolutionsIntegrated Design Solutions
Kasian Architecture Interior Design and PlanningKasian Architecture Interior Design and Planning
ParkhillParkhill
Steinberg HartSteinberg Hart
JRMAJRMA
DIALOGDIALOG
AO ArchitectsAO Architects
RossettiRossetti
KPFFKPFF
GHAFARIGHAFARI
BoulderBoulder
WSPWSP
LochsaLochsa
RockwellRockwell
CSHQACSHQA
CBACBA
Goody ClancyGoody Clancy
Ratio DesignRatio Design
Fast + EppFast + Epp
GKC ArchitectesGKC Architectes
Mackenzie EngineeringMackenzie Engineering
DegenkolbDegenkolb
LeMessurierLeMessurier
BuehlerBuehler
Walter P MooreWalter P Moore
MalhumMalhum
EAPCEAPC
David Baker ArchitectsDavid Baker Architects
MithunMithun
CO ArchitectsCO Architects
RFMRFM
RamsaRamsa
GMBGMB

"Free" isn't free if it costs time and quality

Autodesk’s Content Catalog, formerly UNIFI Labs, is now included with your ACC subscription. But manual storage of an incomplete library furthers firm productivity loss and risk. Are those savings worth the risk? We don’t think so.

Nitty-gritty comparison:
Pirros vs Content Catalog

Workflow
Pirros
Content Catalog
(Formerly UNIFI)
Don’t take our word for it*
Connecting Revit content
Don’t take our word for it*
"Trying to upload Families to Content Catalog sometimes takes the whole weekend."
Immediate upload. Within 24 hours, your firm can have thousands of pieces of Revit content accessible.
Uploading a single model can take all night, all building a library can take months
"Trying to upload Families to Content Catalog sometimes takes the whole weekend."
Organizing and finding content
Don’t take our word for it*
"Pirros’s search algorithm outperforms UNIFI’s. Pirros searches within PDFs and within all text. UNIFI just searches the first few letters of a word. Our first three letters are always prefixed, so it got messy.”

"The search only works if someone tagged it perfectly. Half the time we just redraw things because it's easier than searching."
Automatic content indexing using computer vision and AI organizes it based on geometry, parameters and metadata—not file names or tags—enabling Google-like search across all types and all projects. 
Relies on manual organization like tags and naming conventions, taking time away from design. Search depends on perfect tagging and keywords. Content outside the library is invisible. Teams rely on static, blurry previews.  
"Pirros’s search algorithm outperforms UNIFI’s. Pirros searches within PDFs and within all text. UNIFI just searches the first few letters of a word. Our first three letters are always prefixed, so it got messy.”

"The search only works if someone tagged it perfectly. Half the time we just redraw things because it's easier than searching."
Sharing and collaborating on content
Don’t take our word for it*
“When someone asks me about a detail, I’ll pull up Pirros, find and mark it up, and share it. We talk about why it’s drawn that way, what might change in their project, and what to look out for.”
Mark up and share Revit content as universal PDFs with colleagues and partners outside of Revit tools, furthering collaboration and training. 
No PDF of a detail. Usage is limited to Revit users. Cannot share or mark up content. limiting collaboration and training. 
“When someone asks me about a detail, I’ll pull up Pirros, find and mark it up, and share it. We talk about why it’s drawn that way, what might change in their project, and what to look out for.”
Building and maintaining a quality standards library
Don’t take our word for it*
“With UNIFI we did a great job of tagging things, but then our momentum slowed and we couldn’t keep up with it. I'm still redrawing and recreating stuff.”

“In UNIFI, we have a holding folder for things ready for review. The theory is that we will review and then move, but that never happens in practice.”
Built-in workflows help you automatically create & maintain your standards library within Pirros, based on real usage patterns. Users can suggest and flag content for review.
Building & maintaining your standards library occurs outside of Content Catalog, requiring manual upkeep and offline committee reviews and bottlenecked content approvals. 
“With UNIFI we did a great job of tagging things, but then our momentum slowed and we couldn’t keep up with it. I'm still redrawing and recreating stuff.”

“In UNIFI, we have a holding folder for things ready for review. The theory is that we will review and then move, but that never happens in practice.”
Training and enabling your teams
Don’t take our word for it*
“The firms getting value from digital tools are the ones doing the boring work: organizing information, structuring workflows, and setting constraints. Pirros helps us do this to set ourselves up for success.”
Pirros offers enablement and training as a partner to firms, co-developing custom workflows and co-leading training in real production environments. 
Training is a transactional service delivered by third-party Autodesk partners, often difficult to schedule and costly. No custom workflow development for your firm. 
“The firms getting value from digital tools are the ones doing the boring work: organizing information, structuring workflows, and setting constraints. Pirros helps us do this to set ourselves up for success.”

*Real quotes from real customers and community members who have spoken with us over the past year. Names redacted for privacy.

The adoption hurdle:
We’ll clear it together

We hear, time and again, from firms frustrated with low adoption rates of content management tools like Content Catalog.

They often take the blame themselves, saying it’s their firm’s “biggest failure.”

But it is not their fault. 

Software in AEC fails when enablement is treated as secondary, optional, or entirely outsourced to already overextended teams. At Pirros, enablement is built into our product and partnership for all customers.

After more than a year of evaluating tools including Pirros, Content Catalog, AVAIL and Hive, Lake Flato chose Pirros because of its strengths in detail intelligence and usability. Lake Flato designers reported their experiences with Pirros were faster, easier to trust, and “hard to go back” from. So they moved to roll out Pirros firm-wide. 

👉 Read more about Dan Stine, Director of Design Technology at Lake Flato, and his journey to firm-wide adoption of Pirros

Real-world productivity impact

Productivity loss is the most extreme when teams are searching for content. Inaccessible or unapproved content turns simple tasks into time-consuming hunts across files, folder, and models.

A larger, accessible pool of vetted content mitigates this risk.

What percentage of the content your teams are hunting for can be found immediately within the application, versus spending time hunting elsewhere? 

95%

of content needed is accessible in-platform

5%

of content needed is outside

|
Content Catalog (Formerly UNIFI)
45%

of content needed is accessible in-platform

55%

of content needed is outside

*Based on aggregate data from across hundreds of customers who have moved from UNIFI or Content Catalog to Pirros.

What makes Pirros an operating system versus storage system

No upfront work

Upload and instantly search across projects without the upfront work of manual tagging or specific naming conventions. Powered by a direct ACC integration, get thousands of details and families onto Pirros within 24 hours, all immediately searchable and organized.

Search by composition, not tag

Find details and families based on what the element actually is instead of what its tags say. Powered by a proprietary blend of AI, computer vision and OCR, the Pirros search algorithm objectively outperforms others.

Share universally

Share Revit details and families as universal PDFs with colleagues and partners outside of Revit tools, accelerating collaboration, content approvals and new hire onboarding. Bridge the gap between Revit and non-Revit users.

Built-in QA workflows

Review and approve standard content that is automatically surfaced based on duplicate detail analysis across projects. Imagine approval workflows built-in to your solution instead of committee reviews and email chains.

Field-tested, human-focused enablement

Shoulder-to-shoulder partnership in which Pirros helps firm leaders to set up their software environment, develop custom workflows, lead training in real production environments, and measure production throughput.

Accelerate design production. Without quality loss.

FAQs

Check out some of our recently asked questions.

What is the difference between Pirros and Autodesk Content Catalog?

Autodesk Content Catalog is a static library that requires manual tagging, naming conventions, and ongoing upkeep to function. Pirros is an operating system that automatically indexes your Revit details and families using AI and computer vision—no manual organization required.

Is Autodesk Content Catalog really free?

Content Catalog is included with your ACC subscription (now called Autodesk Forma), but the hidden costs are real: Manual upkeep, low adoption rates, and lost productivity from incomplete search results. Firms consistently report that the time and cost of maintaining Content Catalog outweighs its price advantage.

How does Pirros’s search compare to Autodesk Content Catalog?

Pirros searches across all project content—past and present—using AI, computer vision and OCR, finding details and families based on what they actually are, not how they were tagged or named. Content Catalog relies on manual tagging and precise keywords, meaning anything outside the approved library is completely invisible to your team. Pirros’s built-in search across all projects notably allows the firm to specify content as reference-only to prevent unwanted downloads and uses. 

Can non-Revit users collaborate using Pirros?

Yes. Pirros lets you mark up and share Revit details as universal PDFs, making collaboration possible with colleagues, partners who don't use Revit. Content Catalog has no equivalent feature—usage is limited to Revit users only.

How does Pirros handle standards library maintenance compared to Content Catalog?

Content Catalog requires manual upkeep and offline committee reviews that happen outside the tool itself. Pirros automatically surfaces content for review based on real project usage. Pirros also has built-in workflows for users to flag content for standard consideration, vet, approve or reject, and notify others once standards change. 

Is it secure for my firm to upload our project content to Pirros?

Yes. Pirros is fully SOC2 Type II certified—the gold standard of cloud security compliance. SOC2 certifies that robust controls are in place regarding data security, availability, processing integrity, confidentiality and privacy. Pirros operates on AWS infrastructure; the same cloud-based infrastructure that Autodesk uses to host Revit models. 

Does my project content remain private to my firm once hosted on Pirros?

Yes. When firms connect their Revit content to Pirros, that content remains with a workspace private to that firm only, never shared with other firms, and never used by Pirros to train models.