Relying on 1980s NAICS codes to route modern accounts is costing your sales team its most valuable asset: context.
Static industry codes are failing modern GTM teams.
Traditional classification systems like NAICS lack the nuance required to navigate today’s complex business landscape. Built in 1997, NAICS codes only get updated about every five years. And depending on the industry you’re in or selling to, this can feel like a lifetime.
While systems like NAICS codes provide a baseline, they lack the granularity needed for modern SaaS sub-sectors.
But an AI data enrichment tool like Complete Discover can help you redefine your industry classifications from multiple different perspectives, adding immediate value to your sales and marketing teams.
Picture this: instead of simply labelling Stripe under NAICS code 523990 — all other financial investment activities — you could tag it as “payment orchestration” and route it to a specialist with the exact messaging needed to win the account.
Using Complete Discover, you can move beyond a single industry or NAICS code field and instead slice your data by:
- Buyer lens: What specific problem does this company solve for its customers?
- Competitor lens: How would a rival or an investor classify this company’s market footprint?
- Modern context: Moving from “Financial Services” to “Fintech Infrastructure” or “Payment Orchestration.”
Here’s how to move beyond static industry and NAICS code classifications with Complete Discover:
How to Reclassify Industry Classifications and NAICS Codes using Complete Discover
Complete Discover gives teams an AI Salesforce data enrichment sandbox workspace where you can experiment with prompts, validate outputs, and refine guardrails before scaling in a production environment.
In the above video, Ann-Marie Fleming, Product Marketing Manager at Traction Complete, demonstrates how to use Complete Discover to reclassify outdated industry codes into modern segments and provide sales teams with actionable context through buyer, competitor, and market lenses.
1. Select your companies and open Complete Discover
Start by bringing your list of target companies into Complete Discover. You can pull data directly from Salesforce, upload a CSV, or enter account names and websites manually.
Complete Discover leverages:
- Descriptive row headers: Clear headers like “Company Name,” “Current Industry Classification” provide AI with the necessary context for AI to process each row.
We’ll then add “Industry Re-classification,” “Buyer Lens,” and “Competitor Lens” as additional headers for AI to populate with data. - Metadata columns: You can also add specific columns for the AI to populate, such as Source URLs, Confidence Scores, and Reasoning.
Metadata columns provide you with additional output to audit the AI’s “reasoning” and verify accuracy. We’ll add “Reasoning” to understand why the AI made the decision it did.
2. Choose your LLM model
Complete Discover is model-agnostic, allowing you to select from various LLM vendors depending on your API configuration.
You can choose:
- Open AI
- Anthropic
- Perplexity
Complete Discover operates on a bring your own key (BYOK) architecture, so you’ll need an API key from your chosen vendor. Since you’re bringing your own key, you’ll have full governance over data security, token usage, and costs.
3. Write a structured industry re-classification prompt
The strength of your re-classification depends on the structure of your prompt.
Instead of generically asking for an “industry update,” your prompt should specify exactly how the AI should analyze the business.
In the video, the prompt instructs the AI to:
- Analyze the provided [Company Name] and its “Current Industry Classification.”
- Provide a more nuanced re-classification across three distinct strategic lenses: Modern Industry Re-classification, Buyer Lens, and Competitor Lens.
- Identify the corrected firmographic category and the fundamental business model for each.
Here’s the prompt we used in the video:
| Role: You are a Senior GTM Operations Specialist. Objective: Analyze the provided [Company Name] and its ‘Current Industry Classification’. Your task is to provide a more nuanced re-classification of the business across three distinct strategic “lenses.” Modern Industry Re-classification Buyer Lens Competitor Lens. Provide the corrected firmographic category and identify the fundamental business model for each. |
4. Run the enrichment
Once your prompt is set, you execute the enrichment. Complete Discover performs a “live” scan of the web, crawling public sources to find the most current information.
Because Complete Discover isn’t relying on a static database that may be months old, it can:
- Scrape company websites: Complete Discover identifies how a company describes its own products and services today, not how they were categorized five years ago.
- Scan news and press releases: Complete Discover scans for recent strategic pivots, new product launches, or leadership changes that signal an industry shift.
- Parse financial reports: For public companies, Complete Discover can scan 10-K filings to see where the majority of their revenue is actually generated.
5. Audit and validate the AI reasoning
We designed Complete Discover to prevent black box AI hallucinations by providing a visual audit trail.
- Review the “Reasoning” column: Instead of just seeing a new industry tag, the reasoning column lets you read the AI’s justification. This helps you understand why the AI believes a company like McDonald’s should be viewed through a real estate lens.
- Check source URLs and confidence scores: You can mandate that the AI provides a URL for its information and a 1–10 confidence rating. If the confidence is low, you can refine your prompt or manually intervene.
6. Scale to Salesforce with Complete AI
After you perfect your prompts and verify the data in your sandbox, you can graduate that logic into AI RevOps automations.
You simply copy the validated natural language prompt and paste it into a Complete AI flow step within Salesforce. This automates the re-classification for every net-new lead or account that enters your system.
Case Study: Re-classifying Legacy Data into Modern Lenses
The following table demonstrates the results from the video, with the green columns denoting Complete Discover’s AI output. Notice how Complete Discover provides strategic context and reasoning that traditional NAICS codes miss entirely.
| Company Name | Current Industry | Industry Re-classification | Industry Buyer Lens | Industry Competitive Lens | Reasoning |
|---|---|---|---|---|---|
| Stripe | Financial Services | Computer Software | Financial Infrastructure | Fintech Infrastructure | Stripe sells to businesses as payment infrastructure, whereas traditional banks sell to consumers as financial accounts. |
| Twilio | Telecommunications | Computer Software | Developer Communication | CPaaS | Twilio sells to developers as a cloud software platform for programmable communication, not as a telecom carrier. |
| Peloton | Health & Wellness | Subscription Fitness | Connected Fitness | Hardware-Enabled Media | Peloton sells to consumers as a connected fitness platform, not as generic wellness services. |
| McDonald’s | Food & Beverages | Restaurants | Quick-Service Dining | Real Estate-Driven QSR | McDonald’s sells food to consumers as a QSR, but operates competitively as a real-estate company. |
| Cloudflare | IT Services | Security Software | Edge Infrastructure | Edge Cloud Platform | Cloudflare sells to developers as an edge cloud platform, not as a traditional IT services integrator. |
Bridging the Gap Between Sandbox and Scale with Complete AI
Once you have used Complete Discover to validate how the AI scrapes the web, scans news reports, and applies strategic lenses to companies like Cloudflare or McDonald’s, the hard part is over. You don’t need to reinvent the wheel for your production environment.
Just take the prompts you’ve already battle-tested and drop them into Complete AI.
And because you’ve already calculated the API costs and verified the reasoning in Discover, you can scale your industry reclassification across millions of records with total confidence in your ROI.
Ready to move your GTM strategy from static to strategic?
Book a demo to see the Discover-to-AI workflow in action.
