Skip to main content

Triangle IP

Best CPC Code Prediction Tools to Improve Your Chances of Faster Patent Approval

TL;DR – The USPTO routes patent applications to examiners using CPC codes. Predicting yours before filing matters because low-allowance classifications can mean longer, costlier prosecution. Yet most CPC prediction tools focus on prior art search. This guide covers tools like Triangle IP’s Predictor within the TIP Tool™, which predict likely CPC codes and identify words influencing classification. These insights help you set an early prosecution strategy by refining your draft to potentially steer away from low-allowance codes toward those with better odds of patent approval.

When patent prosecution takes longer than expected, attorneys often review examiner track records and plan examiner interviews. But what if you could anticipate which group of examiners might handle your application before filing?

There’s a way; just follow the USPTO’s method. The USPTO assigns CPC codes to each application and uses them, among other factors, to route it to examiners.

Now, many tools can predict these CPC codes, but not all are suitable for confidential drafts. For example, EPO’s CPC Text Categoriser warns users not to submit unpublished subject matter.

EPO CPC Text Categoriser warning against submitting unpublished patent information

Source: epo/cpc-text-categoriser  

And many are marketed for prior art search. This guide, however, focuses on tools that don’t just predict likely CPC codes but also show the influential terms behind them. That way, you can consider refocusing your draft toward more favorable classifications. We built the Predictor in the TIP Tool™ for exactly this purpose. Below, we’ll compare it with other options to help you make an informed decision before investing in one.

Let’s start with our selection criteria.

Criteria We Used to Make Our Shortlist of CPC Prediction Tools

We evaluated CPC prediction tools on five factors to see how useful they are for patent attorneys and innovation managers working with inventions before filing. 

1. Use Cases

We looked at what users could do with the predictions.

  • Could a patent attorney see a draft’s likely CPC codes and adjust the claims?
  • Could an innovation manager spot inventions that need more time and money to prosecute, before setting a filing budget?

2. Ease of Use

We looked at how simply users could get predictions.

  • Could they paste an invention summary or draft claims, or upload a file?
  • How much setup did each tool require?
  • Could users run another prediction without redoing the setup?

3. Data Security and Privacy

We looked at how each tool handles unfiled, confidential inventions.

  • How did it store and protect that information?
  • Did it use that information to train AI models? 

4. Integration With Patent Workflows

Some users only need CPC predictions, while others prefer one tool that fits their workflow without moving data between systems.

  • Was CPC prediction a standalone offering?
  • Or was it part of a larger platform, from invention disclosures and drafting to prosecution analysis and portfolio tracking?

5. Cost 

Tools with a free plan or trial got extra consideration, so users could test before paying.

  • Was prediction free or offered through a subscription?

After evaluating tools against these five criteria, we found four options worth comparing. Triangle IP’s Predictor was the only one that met all five. The other three are lighter options, worth exploring if you mainly want to predict CPC codes from an invention summary or draft.

We’ll explain what each tool can and can’t do in the detailed reviews. But first, here’s a quick side-by-side comparison.

4 CPC Prediction Tools for US Patent Applications: Quick Comparison 

The table below shows how the four tools compare on the jobs that matter most, from predicting CPC codes and refining claims to checking allowance odds before filing.

Predictor within the TIP Tool™ SciSpace Patent Classification AssistantPatent Classification ExplorerPQAI CPC Lookup
Built forInventors, patent attorneys, and IP managers planning filing and prosecution strategy Patent analysts and IP counsel, for prior art search and filing prepAnyone looking up or finding codesInventors getting ready for a prior art search
What you enterText or a .txt file (50 to 10,000 words)Abstract, claims or description, or a DOCX/PDFA short description (up to 500 characters)A sentence or phrase
Where your draft may landFull CPC codes (e.g. G06Q10/107), plus art unitsCPC and IPC codesIPC, CPC or both; you pick class, subclass or subgroup50 IPC/CPC codes
Prediction confidence 1 to 5 starsPrimary and secondary picksNot statedNot stated
What’s pulling it thereKey terms from your text, linked to codesA reason for each code, tied to your wordingA short explanation for each codeCode definitions only
Allowance rate per codeYesNot statedNot statedNot stated
Significant Terms Word cloud showing terms associated with CPC codeNot foundNot foundNot found
Check a rewriteYes, run multiple predictions but in a separate tab.Run again onlyRun again only (20 a day)Run again only
Time to get resultsA few seconds2 to 4 minutesA few secondsA few seconds
Invention data safetySOC 2 Type II; encrypted US hostingSOC 2 badge shownNotice to leave out confidential detailsDoesn’t store or log queries 
PriceFree 1-month Trial; $5/monthMonthly free 100 creditsFreeFree web lookup; paid API access

Now let’s take a closer look at each tool. 

Yes, the first one is ours. But we didn’t put it first just because we built it. We put it there because it’s the only one that met all five criteria from the pre-filing use cases to data security we discussed above.

1. Predictor Within the TIP Tool™: Refine Claims to Improve Your Chances of Faster, Less Costly Patent Prosecution

The Predictor in the TIP Tool™ originally helped attorneys estimate which art unit might handle their application. As the USPTO moved to CPC-based routing, we added CPC prediction so attorneys could assess where their drafts might land before filing.

TIP Tool Predictor interface for entering an invention description to predict CPC codes

Different CPC classifications have different historical allowance rates. Rather than finding out after filing that an application has landed in a tougher area, attorneys can check first. They can see each likely code with its allowance rate and the words influencing it, then refocus their claims before they file.

Must Read: Patent Prosecution Strategy Often Starts Too Late. Triangle IP is Moving it to the Drafting Stage. 

Key Features and Benefits of the Predictor Within the TIP Tool™

Here’s what the Predictor shows you, and how each part helps you shape a stronger application before you file. 

  1. CPC Prediction From a Short Summary or a Full Draft

You don’t need a finished application. Innovation managers can check an idea before funding it. Attorneys can check a draft before filing, while it’s still easy to change.

  1. CPC Codes Paired With the Terms Driving Them

You see which terms in your text point to each code. If one is pulling you toward a low-allowance code, you know what to rework. Triangle IP founder Thomas Franklin says this helps “people know the kind of words that are getting them in a bad area.”

Triangle IP Predictor showing significant terms linked to predicted CPC codes
  1. CPC Code Search for Finding Related Terms

If a code has better odds, you can look it up and see the terms tied to it. Then you can describe the stronger side of your invention in that language.

  1. Allowance Rates and Confidence Scores for Each Code

The stars show which codes you’re most likely to get. The historical allowance rate shows whether those codes are good places to land. 

Pros

  • It’s built into the TIP Tool™, so you can predict from the first idea and see how codes shift as drafts grow.
  • The same run predicts art units alongside CPC codes, in a separate tab.

Must Read: How to Optimize Patent Prosecution Strategy with the Art Unit Predictor? 

  • A visual chart plots each code’s allowance rate, so low-allowance codes stand out at a glance.
CPC vs Allowance Rate chart comparing historical patent allowance rates across predicted CPC codes
  • Each code comes with a clear explanation, plus an Espacenet link for more detail.
TIP Tool Predictor showing CPC classification hierarchy, code descriptions, and confidence stars

Cons

  • It’s built for US filings, so it doesn’t suggest IPC codes.
  • Uploads take text files only, so a Word or PDF draft needs converting first, or you can paste the text in.

Data Security

Pre-filing drafts are confidential, so where they go matters.

  • Our internal controls are independently audited under SOC 2 Type II.
  • Your data is stored encrypted on AWS servers in the US.
  • Portfolio data is encrypted so even our own developers can’t access it.

Pricing

The Predictor costs $5 a month, and you can try it for free for the first month. It’s also available as part of the wider TIP Tool™ plans.

Try the Predictor for free.

2. SciSpace’s Patent Classification Assistant 

SciSpace is an AI research platform with an Agent Gallery for different tasks, including patent searching and classification. We chose its Patent Classification Assistant because it takes your invention description or claims and suggests CPC and IPC codes, rather than requiring you to search for classifications yourself.

SciSpace Agent Gallery featuring AI patent classification and CPC code prediction tools

Source: scispace.com/agents 

Key Features and Benefits of SciSpace’s Patent Classification Assistant

Here’s what the Assistant shows you, and how each part helps before you file.

  1. Primary and Secondary CPC Suggestions

You can see which code best fits your invention, and which others may also apply.

  1. Explanations for Each CPC Code

The reasoning points back to your description or claims, so you know why each code was picked.

  1. Related Codes and Patent Examples

In our test, it also cited existing patents that use these codes. That gave us a way to check the suggestions, though not proof of accuracy.

Pros

  • Provides CPC/IPC definitions, classification details, and CSV exports.
  • Other SciSpace agents support prior-art searches and patent landscape analysis.

Cons

  • No documented historical allowance rates for predicted CPC codes.
  • Each prediction took 2–4 minutes in our test as multiple prompts were running in the background. But this can slow down repeated checks.
SciSpace classification process running

Source: scispace.com/chat 

Data Security 

SciSpace reports SOC 2 Type II compliance and encrypted document storage. However, we couldn’t verify whether text submitted to this particular agent is stored anywhere or maybe used for AI training.

Pricing

SciSpace offers 100 free monthly credits. Premium costs $12/month annually or $20/month monthly, with 1,200 credits. Advanced starts at $70/month annually. Enterprise pricing is available on request.

3. Patent Classification Explorer

Patent Classification Explorer is a free IPC/CPC browsing tool by mtc.berlin. It uses classification data from WIPO for IPC codes and the EPO/USPTO for CPC codes. Its AI Classify feature suggests classifications from a short invention description, making it useful for exploring possible codes before you’ve written detailed claims.

Patent Classification Explorer AI Classify interface for suggesting IPC and CPC codes

Source: patentclassificationexplorer/classify 

Key Features and Benefits of Patent Classification Explorer

Here’s what the AI Classify page gives you, and how it helps before you file.

  1. Codes at the Depth You Choose

Choose class, subclass, or subgroup-level suggestions. Broader codes show the general technology area, while subgroups narrow it down.

  1. Explanations for Suggested Codes

The site says its AI Classify feature provides matching codes with explanations, helping you assess why a classification may fit your description.

  1. Choose CPC, IPC, or Both

Select CPC-only results for a US-focused classification check, or include IPC codes when exploring both systems.

Pros

  • Offers separate code pages with classification definitions and hierarchy details.
  • Free to use without an account.

Cons

  • The 500-character limit prevents users from submitting full patent drafts.
  • Limited to 20 classification requests per day.
  • No publicly documented prediction confidence scores or historical CPC allowance rates.
  • Explicitly warns against entering confidential or sensitive information.
Patent Classification Explorer warning against entering confidential invention information

Source: patentclassificationexplorer/classify 

Data Security

Text you enter on the Classify page is sent to Anthropic’s Claude Haiku model to generate suggestions. The site’s privacy policy says Anthropic doesn’t use that text for model training, and no personal data is needed. Even so, the page asks users not to enter confidential or sensitive information. For an unfiled invention, that means describing the idea in general terms.

Pricing

Free to use.

4. PQAI CPC Lookup

PQAI is an open-source patent search initiative started by AT&T and the Georgia IP Alliance. Its CPC Lookup takes a short technology description and suggests 50 relevant IPC/CPC codes. While primarily designed for prior-art searching, it can also help you explore which technology areas your invention may fall under.

PQAI CPC Lookup interface for predicting IPC and CPC codes from a short technology description

Source: https://search.projectpq.ai/cpcs 

Key Features and Benefits of PQAI CPC Lookup

Here’s what the lookup gives you:

  1. 50 CPC/IPC Suggestions From One Description

Enter a sentence or phrase to get 50 matching classification codes. This helps you explore technology areas you might otherwise miss.

  1. Short and Detailed Code Descriptions

Switch between brief labels and full definitions to check whether each code actually fits your invention.

Pros

  • The lookup page says you can use it without creating an account.
  • PQAI also has a free Group Art Unit Predictor, built for inventors and patent attorneys. Pairing it with the CPC list gives a rough idea of the art unit that might examine your application.

Must Read: Top 5 Benefits of Using a Patent Art Unit Predictor in Your Patent Prosecution Strategy  

Cons

  • The codes come without a confidence score or a historical allowance rate. So you can’t tell which one your draft is most likely to get.
  • A long list helps a prior art search cast a wide net. It’s less helpful when you want to narrow down where one draft will land.
  • To check a rewrite, you run it again and compare two long lists yourself.

Data Security

PQAI states that it doesn’t store search queries or use them to train AI models. Queries are encrypted in transit and deleted after processing. 

Pricing

CPC prediction is part of PQAI’s free plan. API access, which includes CPC and art unit predictions, comes with PQAI+ at $20 a month or $216 a year.

Each of these four tools can help you identify CPC codes relevant to your invention. But knowing the likely codes is only the first step. The bigger goal is to use those insights to make better filing decisions, improve your chances of allowance, and potentially shorten prosecution. That’s the problem Triangle IP built its Predictor to help address.

File Strategically and Get More Patents Allowed Faster With Predictor by Triangle IP

When you’re managing dozens of inventions, the goal isn’t just to file more patents. It’s to get more of them allowed, faster, without stretching your prosecution budget.

With the Predictor inside TIP Tool™, you can spot inventions headed toward low-allowance classifications before filing. That gives you and your attorney a chance to refine supported claims, reassess the predictions, or direct your budget toward more promising inventions.

And because the Predictor is part of TIP Tool™, you can repeat these checks as ideas develop into patent drafts, without switching platforms.

It’s also available as a standalone tool if CPC prediction is all you need.

Try the Predictor Free on your next idea or draft.

Or book a demo to see how the full TIP Tool™ suite fits into your invention-to-patent workflow.

Frequently Asked Questions About CPC Code Prediction

1. Will My Patent Application Receive the Exact CPC Codes Predicted by the Tool?

Not necessarily. CPC prediction tools estimate which codes may apply based on your invention description or claims. The USPTO assigns the actual classifications after filing, and they may differ from the predictions.

Use the predicted codes to plan your filing strategy, not as a guarantee of where your application will land.

2. When Should I Run a CPC Prediction?

Ideally, before you finalize your patent claims, while there’s still room to refine the draft.

You can start with an invention disclosure to identify potential classification concerns. Run the prediction again after adding technical details, during claim drafting, and before filing to check whether the likely CPC codes have changed.

3. Can One Patent Application Receive Multiple CPC Codes?

Yes. The USPTO can assign multiple CPC codes when an application covers different technical aspects.

That’s why you may see several codes in a prediction. Don’t focus only on the first one. Review which codes relate to the claimed invention and what they could mean for examination.

Spread the word

Table of Contents

Got Questions About the TIP Tool™?

We’ve answered the most common ones – straight from real customer demos.
If you’re curious about features, pricing, or workflows, you’ll likely find your answer here.

📘 The TIP TooI™ FAQS

1. How does TIP Tool™ help with idea evaluation?
2. Can I collaborate with co inventors or outside counsel?
3. Does TIP support international patents?

🛠️ Help Center Guides

1. Setting up your workflow stages
2. Uploading disclosures and documents
3. Managing users and permissions