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How to Identify “Fake AI” in Logistics Software

by Sifted Team

Dec 9, 2025

6 min read

The logistics technology market is awash with tools claiming to be “AI-powered.” But in reality, many of these so-called AI solutions are little more than advanced automation and pre-programmed scripts dressed up in marketing buzzwords.

These “AI-washed” systems make big promises: perfect cost forecasting, flawless optimization, effortless decision-making. But in practice, they often don’t learn, adapt, or provide autonomous reasoning over your shipping environment.

Genuine AI isn’t defined only by the presence of custom machine learning models. It’s defined by capabilities that enable systems to reason, retrieve, and synthesize the right data, orchestrate APIs and workflows, and deliver automated, verified insights that improve outcomes over time.

So, how can shippers distinguish between authentic AI and the hype?

 

5 Ways to Tell If a Parcel Solution Uses “Fake AI”

Not all “AI-powered” parcel platforms are truly intelligent. Many rely on static rules, manual processes, or niche automation.

Here are a few modern tests to separate real AI from marketing claims, as well as good questions to ask vendors to determine the authenticity of their claims.

Vague Marketing Claims

If a company leans on buzzwords like “AI-driven insights” without explaining how their technology works, that’s a red flag.

Ask: “How does your AI actually solve this problem?”

Good answers describe capabilities. For example: agentic workflows, retrieval from structured and unstructured shipping data, API orchestration across carrier and other outside systems, and automated insight generation. Not just that it “uses AI.”

Rule-Based Logic Disguised as Intelligence

If the platform is primarily if/then rules and scripted heuristics, it’s advanced automation, not an AI system that reasons or learns.

Ask: “Which parts of the product rely on fixed rules, and which use agentic workflows?”

Be explicit: some valuable product features are perfectly implemented as if/then rules today, and that’s OK—but don’t let rule-based features be described as ‘learning’ unless they actually adapt from data.

Heavy Human Intervention

All AI systems require good human design, but if humans constantly have to clean data, re-run scripts, or validate each output for basic operation, the solution is more manual than autonomous.

Ask: “Which tasks are automated versus human-assisted, and where do humans need to intervene regularly?”

A modern AI partner will show where humans are needed (for governance, exceptions, domain knowledge) and where the system handles multi-step analysis and actions.

Opaque Data Practices

If a vendor can’t explain what data informs their outputs, how they govern that data, or how decisions are derived, that’s a transparency concern.

Ask: “What data informs recommendations, how are outputs explained, and what governance exists?”

Legitimate AI companies can document what’s retrieved, what rules or models are applied, and how to verify results.

Unrealistic Promises

Any company guaranteeing complete accuracy or effortless savings is overselling. Responsible vendors acknowledge limitations and provide measurable evidence.

Ask: “Can you share measurable, verified results?”

Request case studies or metrics that show tangible impact, like reduced parcel spend or improved delivery performance.

 

What Real AI Looks Like for Shippers

Real AI in logistics is not a single technology; it’s a set of capabilities that together enable reasoning, automation, and continuous improvement.

Here’s a definition of “real AI” we find useful for logistics:

  • Agentic workflows — systems that interpret intent, plan multi-step analyses, run programs or models, call APIs, and return verified, contextual recommendations. Agentic systems act more like collaborators than static calculators.
  • Retrieval and synthesis — the ability to retrieve relevant facts from structured and unstructured shipping data (billing files, invoices, emails, claims, proofs-of-delivery) and synthesize those sources into a single, trustworthy answer.
  • API orchestration — automated interaction with other systems, carriers, and downstream systems so that insights can be verified and acted on (e.g., fetching a carrier invoice, confirming contract terms).
  • Automated insights with explainability — answers aren’t just sentences; they’re grounded in retrieved evidence, show the data that led to the conclusion, and provide recommended next actions.

 

How We Think about AI

At Sifted, our product emphasis is on agentic workflows, robust retrieval from both structured and unstructured shipping data, API orchestration across systems, and automated insights.

 

In Beta Now: SiftedAI Copilot

SiftedAI Copilot is the next evolution of our platform: an agentic AI layer designed to move beyond insights into autonomous support. It interprets intent, retrieves the right documents and fields, runs the necessary analyses, and delivers contextual, explainable next steps.

SiftedAI Copilot is the ideal vehicle to showcase AI capabilities beyond purely model-centric definitions because it embodies retrieval, orchestration, reasoning, and action.

You Can Query SiftedAI Copilot the way you’d ask a colleague or consultant:

  • “Why did my cost per pack go up?”
  • “I need to save 5% on shipping—what are my options?”
  • “What would happen to my spend if my order volume grows 25% next year?”

It won’t just answer, it will investigate, compute, and recommend the next best move.

Built on Trust and Transparency

AI is only as useful as it is trusted. That’s why SiftedAI Copilot is built around transparency and control.

  • Explainable insights: See how predictions are generated and what data informs them.
  • Verified results: SiftedAI Copilot’s answers aren’t generic summaries; they’re grounded in your real shipping data and model outputs.
  • Human-centered AI: Your team remains in control, with AI enhancing analysis and decision-making, not replacing it.

We believe in AI that empowers teams, not replaces them.

 

SiftedAI: The True Logistics Intelligence Platform

When your shipping platform is powered by true AI, it becomes more than an analytics tool. It becomes a partner in running your shipping operation.

SiftedAI is built on real agentic workflows, deep parcel data retrieval, and explainable insights grounded in your actual shipping activity.

With the new SiftedAI Copilot, that intelligence goes a step further: an autonomous layer built on our data foundation that takes intelligent action across your business—routing to systems, running and verifying queries, and recommending the next best move.

For parcel shippers who demand accuracy, transparency, and decisions they can trust, SiftedAI delivers intelligence that works—because it’s engineered for the realities of shipping, not generic AI promises.

Ready to see real AI in action?

Get your free demo of SiftedAI today.

Check out related resources at Sifted.

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