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Totsum.app VS Digraph.dev

Compare Totsum.app VS Digraph.dev and see what are their differences

Totsum.app

A desktop app for a first look at your data files. You ask in plain language, and the AI runs on your own machine. One-time license.

Rating
0 reviews
Pricing
Paid Free trial €249 / One-off (Personal)
Alternatives Is it good?
Digraph.dev

AI marketing platform for brands.

No screenshot yet
Rating
0 reviews
Pricing
Freemium Free trial $99 / Monthly
Alternatives Is it good?
LLMboost
While you’re optimizing for Google, millions are switching to ChatGPT, Claude, and Perplexity for recommendations. sponsored
Note: These products don't have any matching categories. If you think this is a mistake, please edit the details of one of the products and suggest appropriate categories.

Which is more popular?

Data Analysis popularity
100% vs 0%
alternatives listed
3 vs 1

Base details

Website, pricing, platforms and company facts side by side.

Totsum.app
Digraph.dev
Website totsum.app digraph.dev
Pricing
Paid Free trial €249 / One-off (Personal) Official pricing
Freemium Free trial $99 / Monthly Official pricing
Platforms
Windows MacOS
—
Company — Startup from the United States · 1 - 9 employees
Listed in
Data Analysis AI Tools AI
SaaS Market Research Marketing Platform Marketing +1

About Totsum.app and Digraph.dev

In their own words, as submitted to SaaSHub.

Totsum.app
Digraph.dev

Totsum Data Explorer is a desktop app for a first look at your CSV, Excel, JSON and Parquet files: you ask questions in plain language, an AI that runs locally on your machine answers with previews, and a follow-up report hands your shortlist to an expert for validation. Can work on a computer...

Read more about Totsum.app

Digraph is an AI marketing platform for brands. It brings together AI research, market intelligence, website and campaign analysis, specialist AI workflows, and marketer-led guidance to help teams understand what shapes buyer decisions and what to do next. Teams can measure how AI systems...

Read more about Digraph.dev

Features and specs

What each product offers, as listed by its team.

Totsum.app 5 features
Digraph.dev 5 features
  • Questions in plain language
    You ask about your own CSV, Excel, JSON or Parquet file and get a preview: a table or a chart, the rows behind it, and the query written out step by step.
  • AI that runs on your machine
    The model is downloaded once during installation, about 7 GB, and runs locally. Can work on a computer with no network connection.
  • Runs without an account
    No account, no sync, no telemetry, no update check.
  • Shortlist and report
    You shortlist what deserves a closer look, and a follow-up report hands that shortlist to an expert for validation.
  • Hardware
    Totsum requires a GPU with roughly 12 GB of VRAM, or a Mac with an M4 Pro chip or better (an M3 Max or M3 Ultra also qualifies) and at least 18 GB of unified memory. The free trial runs the real model on your own hardware.
  • Developer-focused positioning
    The .dev domain and branding suggest a tool built for developers and technical teams, so its workflows are likely to fit engineering needs better than a generic product. I could not browse the site, so this is inferred from its positioning rather than confirmed.
  • Graph-based approach
    The name 'Digraph' (directed graph) suggests it models information as connected nodes and relationships. That kind of structure can make dependencies, ideas, or decisions easier to see than flat lists or documents. Confirm how the product actually uses this.
  • Modern, minimal presentation
    Newer developer tools tend to have lean interfaces and a focused feature set, which can mean a short learning curve and less clutter. I could not verify this for Digraph, so check it with a trial.
  • Potential for better organization and clarity
    If the tool works as the name suggests, visualizing relationships between items can improve shared understanding across a team. The benefit depends on how well the product is executed.
  • Early-stage responsiveness
    Smaller or newer products often respond quickly to user feedback and let users influence the roadmap. This is a general tendency and has not been verified for Digraph.

Category popularity

How often each product is chosen within a category, 0–100% relative to the other.

Score bands 0–20 21–40 41–50 51–60 61–100
Totsum.app
Digraph.dev
100% 100%
Data Analysis
0% 0%
0% 0%
Marketing
100% 100%
100% 100%
AI
0% 0%
0% 0%
Marketing Platform
100% 100%

Questions & Answers

As answered by people managing Totsum.app and Digraph.dev.

What makes your product unique?

Totsum.app's answer

The AI runs on your own machine, and the answers leave as a report built to be checked by a person: the rows behind every chart, the query written out step by step, and a shortlist an expert can validate.

How would you describe the primary audience of your product?

Totsum.app's answer

People who work on data files they cannot upload: consultants and independent professionals under confidentiality agreements, and anyone who wants a first look at a file before handing it to an analyst.

Which are the primary technologies used for building your product?

Totsum.app's answer

DuckDB for the data and llama.cpp for the model, both running inside the app on your own machine.

User comments

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Alternatives to Totsum.app and Digraph.dev

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