Web3 Competitive Intelligence vs Web3 Blockchain Intelligence vs Web3 On-Chain User Intelligence

A Handy Field Guide for Decision-Makers

Here’s a straightforward guide to help you as you navigate the world of intelligence disciplines. We’ll break down how to tell these three areas apart, what tech and data you’ll really need by 2026, and how to put all of this into action using real-world signals from L2s, intents, MEV, and account abstraction.

Understanding the Three Intelligence Disciplines

Descriptive Intelligence: This is all about understanding what happened in the past. Think data analytics and reporting.
Predictive Intelligence: Here, you’re looking at trends and patterns to forecast what’s likely to happen next. It’s a bit of crystal ball work with data.
Prescriptive Intelligence: This takes it up a notch by suggesting actions based on the data. It’s like having a smart advisor who tells you the best route to take.

Tech and Data Needs for 2026

By 2026, you’ll want to have the following tools and data sources at your fingertips:

Cloud Computing: Scalable solutions to handle all those data loads.
AI and Machine Learning: For predictive analytics and automating some of those repetitive tasks.
Data Lakes: To store vast amounts of unstructured data for deeper insights.
Real-Time Analytics Tools: Because timing is everything and you need to react quickly.

Operationalizing the Insights

Using current, real-world signals is essential to make these disciplines work for you. Here’s how to implement them:

Layer 2 Solutions (L2s): Leverage these to enhance transaction speed and reduce costs.
User Intents: Pay attention to what your users are looking for. It’s key to predicting trends.
Maximal Extractable Value (MEV): This allows you to understand and optimize the value you can extract from transactions.
Account Abstraction: This simplifies user interactions, making it easier to manage and interpret data.

By keeping these insights and strategies in mind, you’ll be well-equipped to make informed decisions as the landscape continues to evolve.

Description:

Dive into the nitty-gritty of Web3 competitive intelligence, blockchain intelligence, and on-chain user intelligence. We'll break down the key differences, share some solid data points for 2025-2026, explore emerging practices, and provide you with actionable playbooks designed for both startups and enterprises.

Why this matters now

Ethereum’s rollups took the spotlight as the go-to execution layer: By mid-2025, more than 85% of transactions in the Ethereum ecosystem were happening on Layer 2 solutions. Base stood out as the leader when it came to L2 fees, especially after Dencun/EIP-4844 significantly reduced data availability costs, pushing L2 margins to an impressive 98%. Check it out here: (dune.com).
Changes in user experience: We saw a big shift with ERC-4337 smart accounts crossing over 100 million UserOperations in 2024! Paymasters picked up the tab for about 87% of fees, which totally transformed how users get onboarded, stick around, and how we look at on-chain user groups. More details can be found here: (community.dune.com).
Expanding and diversifying Intel use cases: Compliance teams are now keeping an eye on cross-chain laundering, which has hit a staggering $21.8 billion. Meanwhile, growth teams are getting clever by segmenting “gasless” smart-account users across rollups and intent routers like UniswapX and CoW, rather than just looking at Layer 1 transactions. You can read more about this here: (elliptic.co).
MEV is changing the way we look at data quality and execution: According to Flashbots, those pesky spammy MEV flows can gobble up most of the extra throughput on OP-Stack L2s like Base. This means we have to rethink how we interpret “active addresses” and “tx counts” before we stake our bets on products or go-to-market strategies. For more insights, visit: (theblock.co).

Definitions that prevent expensive confusion

Web3 Competitive Intelligence (CI): This is all about keeping an eye on the market so you can stay one step ahead of your competitors. Think of it as a way to track grants, emissions, roadmaps, governance, liquidity, partnerships, development speed, and those all-important growth loops across different chains.
Web3 Blockchain Intelligence (BI): Here's where we dive into risk management, forensics, and compliance. This means figuring out things like entity attribution, potential sanctions exposure, cross-chain tracing, and analyzing mixer/bridge behaviors, plus setting up solid investigative workflows.
Web3 On-Chain User Intelligence (OUI): This area focuses on growth and product insights derived from wallet activities. We’re talking about looking at user cohorts, activation and retention rates, layer 2 migrations, intent flows, smart account user experiences, paymaster economics, and constructing customer lifetime value (CLV) and lifetime value (LTV) models.

Every field relies on its own set of data, skills, and ways to measure success. Let's dive into the different stacks, metrics, and playbooks, complete with the latest signals and examples.

The signal landscape you must ingest in 2026

Rollup Economics and Share: Base is really making waves with its big slice of L2 fee revenue and the post-Dencun margins are shaking things up for where users are making transactions and how apps earn money. So, when you're setting up your dashboards, think of Base, OP Mainnet, Arbitrum, zk rollups, and app-chains as top-tier options--not just “other networks.” Check out more details on Dune.
Intents Rails: With innovations like UniswapX and ERC-7683-style cross-chain intents, order flow is moving away from the public mempool and finding its way into solver auctions. This shift changes how you track traffic, shields users from MEV risks, and helps you figure out the “best execution.” Dive into the details on Uniswap's blog.
MEV Structure: Watch out--spam and private order flow can throw off basic metrics. For your KPIs, focus on “effective gas throughput” and the share of private routing; also, it’s worth looking into TEE builders like Unichain's Rollup-Boost for ensuring fair ordering. More insights can be found at The Block.
Smart Accounts (ERC-4337): Keep an eye on UserOps, the market share of bundlers, paymaster subsidies, and the provenance of factories across chains--these factors are now key to understanding onboarding costs and user retention, way more than just counting “wallet installs.” You can read more about this on Dune's community page.

1) Web3 Competitive Intelligence (CI)

CI answers: “Where is the market moving, who’s winning, and what should we build or ship next?”

When it comes to market trends, it’s all about looking ahead and figuring out what's gaining traction. So let's break this down a bit:

Where is the market moving?

The market is shifting towards more sustainable and user-friendly solutions. People are becoming more eco-conscious and are actively seeking products that not only meet their needs but also help the environment. Think about how brands are now emphasizing transparency and ethical practices--this is what customers are looking for.

Who’s winning?

The companies that are really crushing it right now are those that embrace innovation and adaptability. Tech giants like Apple and Tesla lead the pack by constantly evolving their products and staying ahead of consumer demands. Smaller startups that focus on niche markets, like eco-friendly packaging or smart home devices, are also gaining a lot of traction. They’re connecting with customers who are tired of the old ways and are ready for something fresh.

What should we build or ship next?

With all this in mind, it’s clear that we need to focus on projects that align with these emerging trends. Here are a few ideas to consider:

Sustainable Products: Invest in creating items that are environmentally friendly and sustainable.
Smart Technology: Develop smart solutions that make life easier and more efficient for users.
User-Centric Design: Prioritize designs that enhance user experience and make products more accessible.

In short, keep an eye on the future, listen to your customers, and don’t be afraid to pivot!

What to Monitor Weekly:

Ecosystem Grants/Incentives
- Arbitrum’s DRIP program is rolling out with an impressive budget of 80M ARB spread across four seasons. It’s all about promoting leveraged looping on yield assets, so keep an eye on how protocols behave and how the Total Value Locked (TVL) responds to these incentives. Check out more details on CoinDesk.
- Don’t forget to track Arbitrum’s other current initiatives, like their Audit Program with a budget of $10M ARB and the ArbiFuel gas sponsorship running through January 31, 2026. This can give you insights into where fresh applications might be popping up. You can find the scoop on this at Arbitrum Foundation.
- The Optimism Retro Funding (RetroPGF) rounds are still a solid indicator for open-source software (OSS) and infrastructure momentum. Use the lists of recipients as leads for potential hiring and integration opportunities. More info is available on Optimism.
Emissions and Unlocks
- TokenUnlocks and Tokenomist have introduced “claimed post-unlock” charts. Don’t just mark your calendar for the Token Generation Event (TGE); keep tabs on how many beneficiaries are actually claiming their tokens to get a feel for the real sell pressure. For more insights, check out Unlocks Insights.
Product and Protocol Roadmaps
- Uniswap v4 is bringing some exciting changes with its hooks and “UNIfication” fee proposals that could really shake up DEX unit economics. Make sure to rethink your assumptions regarding AMM/aggregator dynamics in light of the new CCA auctions and execution intentions. Dive deeper into the updates at Uniswap Blog.
MEV and Order-Flow Control
- If Unichain’s TEE builder and revert protection become the norm, LP strategies and RFQ/solver markets will likely see a shift. It’s essential for CI to view “fair ordering” support as a competitive advantage moving forward. You can read more about it at Uniswap Blog.

CI Metrics That Actually Move Strategy:

Incentive-Adjusted TVL and Volume: Keep an eye on how much TVL and volume spikes can be traced back to funded initiatives (like DRIP) compared to those that come from organic use. It’s all about figuring out what really drives the numbers.
Effective User Cost vs UX: Did EIP‑4844 and paymasters help your competitor get onboarding costs down to under $0.10? Take a look at the “first successful action” customer acquisition cost on Base/OP. Check it out here: (dune.com).
Developer Velocity and Composability: Keep tabs on what Uniswap v4 is doing with hook modules, ERC‑7683 integrations, and the intent routers your competitors are backing. This info can give you a leg up. More details can be found at (blog.uniswap.org).

A Concrete CI Workflow for Your Ops Channel

Grants Watchlist: Keep an eye on the Arbitrum Foundation programs and DAO forums; track proposal IDs, start and end dates, eligible categories, and token distributions. Check it out here: arbitrum.foundation.
Emissions Radar: Set up a weekly digest that highlights “1‑month forward unlocks >1% of circ supply” and shares the “post‑unlock claimed” outcomes; also, tag customer tokens that might be facing challenges. You can explore this at insights.unlocks.app.
Intents Adoption: Compile a list of exchanges and aggregators that support UniswapX or ERC‑7683; make sure to test your routing and MEV-protection positioning thoroughly. More info can be found here: blog.uniswap.org.

2) Web3 Blockchain Intelligence (BI)

BI Answers:

“Are we able to shift assets, assist users, and collaborate securely while navigating through sanctions, scams, cross-chain laundering, and regulatory demands?”

What the latest data says:

According to Chainalysis, they estimate that illicit flows in 2024 could hit around $40.9 billion, but this number is likely to adjust up to about $51 billion. That's only about 0.14% of all on-chain volume. Interestingly, stablecoins are responsible for around 63% of this illicit volume, as more usage is shifting from Bitcoin. This changes the narrative from “crypto equals crime” to “stablecoin plus cross-chain equals risk.” (chainalysis.com)
TRM Labs’ report for 2025 shows that TRON was a major player, accounting for 58% of illicit volume last year, with a lot of it linked to sanctions. In fact, the joint T3 Financial Crime Unit managed to freeze over $130 million in USDT on TRON in just a few months. (trmlabs.com)
Elliptic reports that cross-chain laundering has surpassed $21.8 billion; it looks like chain-hopping across DEXes, bridges, and no-KYC swap services has become a go-to method for laundering. (elliptic.co)
The FATF has raised a flag, stating that as of April 2025, most jurisdictions still aren’t fully compliant with virtual asset standards. This situation increases cross-border risks for businesses. (reuters.com)

BI Stack Essentials:

Attribution and Screening: Check out Chainalysis, TRM Labs, and Elliptic for their cool tools on entity clustering and keeping an eye on sanctions or illicit exposure. It’s a good idea to focus on cross-chain analytics, stablecoin insights, and how close you are to sanctioned entities. (chainalysis.com)
Case Management and Trace: Make sure you can track transactions across rollups, bridges, and mixers. It’s all about using chain-hopping path reconstruction and keeping tabs on “exit liquidity” heuristics (think CEX and real-world asset off-ramps).
Policy Telemetry: Stay alert for any spikes in sanctioned stablecoin usage--like that rouble-backed A7A5 that shot up recently. This way, you can adjust your geofencing and counterparty strategies as needed. (reuters.com)

BI Operating Procedures That Stand Up in Audits

Source-of-funds on L2/L3: Whenever user funds come from Base or Optimism (OP), make sure to run some cross-domain checks between the L2 address and the L1 settlement proofs, and don’t forget to analyze the bridge path. It's also crucial to lay out your refund and freeze policies for sponsored gas and paymaster flows. Check out more about it here.
Cross-chain typologies library: Keep an up-to-date library of internal playbooks to tackle things like TRON USDT scams, bridge peel chains, and the “partial cash-out via P2P merchant” patterns. Also, include guidance on DEX to CEX to RWA off-ramps.
Real-time sanctions deltas: Make it a point to subscribe to vendor feeds that track sanctioned exchanges and any mixer clones. You should be updating your RPC blocklists and UI hints within just a few hours to stay on top of things.

3) Web3 On‑Chain User Intelligence (OUI)

OUI answers: “So, who exactly are our on-chain users, what makes them convert, and what keeps them coming back for more?”

Reality in 2025-2026:

Smart accounts really shook up the way we look at funnel math. Back in 2024, the ecosystem saw over 100 million UserOps, with paymasters covering about 87% of those. This shift made “gasless first action” the go-to for a ton of apps. It's crucial to break things down by EOAs versus smart accounts, paymaster versus self-paid, bundler/provider, and chain. You can check out more about this here.
Wallet labeling has come a long way and is now solid enough for large-scale segmentation. Nansen reported that they've labeled over 250 million addresses across more than 10 chains. These labels are super useful for analyzing the “source of user,” “smart money adjacency,” and “CEX-to-L2 bridge” without compromising anyone’s privacy. Read more about it here.
When it comes to intents routes, things can get a bit hazy with raw transaction traces. To get a clear picture of conversions, you'll need those solver logs and order-flow metadata from UniswapX and routers. You can find more details on this here.

OUI Data Model (What to Store)

Identity Backbone: This includes the hashed wallet address, whether it's an EOA or a 4337 smart account, the blockchain in use, the factory contract, the timestamp when we first saw it, and the referrer (like bridge, router, or CEX deposit label).
Session Economics: Here, we track whether a paymaster was used (Yes/No), the number of UserOps per session, any failure codes, the amount of gas subsidy provided, and the net cost per user action.
Order-Flow Channel: We need to determine if it's through a direct AMM or intents (like UniswapX or CoW), and if we have it, we'll include the solver/filler ID as well as a private routing indicator.
Cohort Tags: Think of things like “first funded on L2,” “CEX-onramp to Base,” “sponsored onboarding,” and “bridge-and-do hook.”

KPIs that Beat Vanity Metrics

Time-to-first-action (TTFA) and subsidy-to-activation ratio for smart accounts.
Retained UserOps per user at D7/D30, split by paymaster presence.
Intents attribution share vs direct swaps; MEV-safe fill rate and price improvement over the public mempool baseline. (blog.uniswap.org)

Recommended tools

Labeling and audiences: Check out Nansen for tracking entities, spotting “smart money” segments, and setting up alerts. (coindesk.com)
Query/BI: For your data needs, Dune is great for creating dashboards on L2 adoption and 4337 UserOps. Flipside is another solid choice, along with custom warehouses provided by node operators.
4337 telemetry: Take a look at the Dune Wallet Report v2 to get insights on trends related to factory, bundler, and paymaster activities across different chains. (community.dune.com)

Privacy and Compliance Guardrails

Always use aggregated data for cohorts; never try to deanonymize retail users.
Steer clear of combining Personally Identifiable Information (PII) with wallet addresses. If you have to, make sure to store that mapping in a separate vault with tight access controls.
Be sure to respect vendor terms regarding label usage and keep a log of consent for any off-chain IDs that users provide.

Practical, chain‑specific examples

1) Launching Your Consumer App on Base

Why Base: Base offers some pretty sweet perks, like sharing L2 fees and super low settlement costs now that Dencun is in place. Plus, it has a larger revenue share compared to other L2s. Make sure your app is designed for gasless first actions and batch operations. Check out more about it here: (dune.com).
What to Measure: Keep an eye on Time To First Action (TTFA) both with and without a paymaster, UserOps per session, and how often users abandon the app when routing is public versus private.
What to Build: Consider implementing fallback routing using UniswapX intents. This can help minimize MEV exposure and reduce the chances of failed swaps. Also, make sure to track how well your prices compare to those using public mempool paths. You can learn more here: (blog.uniswap.org).
CI Angle: Stay on top of Arbitrum's DRIP seasons and the launches of Uniswap v4 hooks, as these events might draw liquidity away from your app. Adjust your liquidity provider incentives and marketing strategies accordingly to take advantage of those opportunities. For the latest updates, check this out: (coindesk.com).

2) You're a U.S. fintech adding USDC payouts across rollups

BI first: Start by putting in place vendor screening to handle sanctions exposure and the risks that come with chain-hopping. Keep an eye on TRON/USDT inbound risk patterns, even if you’re disbursing on Base or Optimism. Check out the details in the 2025 Crypto Crime Report.
OUI: It’s a good idea to separate your pay outs into EOA and smart-account cohorts. Make sure you track disbursements covered by paymasters and look into user reactivation rates.
CI: Keep tabs on the adoption of ERC-7683. It’s designed to streamline cross-chain UX under a single intents standard, which means you can reduce the area you need to integrate with. You can read more about it in this Uniswap Labs blog post.

3) Handling MEV Complaints in Your DeFi Protocol

Execution: Consider offering private routing and integrating solver-based intents to help minimize sandwich attacks. Don't forget to share those MEV-safe fill metrics with your users! Check out more on this here.
CI: If your users are asking for fair ordering guarantees, take a good look at Unichain’s TEE ordering for listings. Make sure to let everyone know about this in your roadmap! You can find details here.
BI: If you're in support of redistributing MEV revenue, keep track of and share the aggregate user-refund data. You can find some tools for this, like MEV-Share, right here.

Emerging best practices we’re deploying with clients

Treat L2s as primary: Keep an eye on “effective costs” and “user-visible latencies” after the 4844 update, not just the usual gas/transaction averages. Also, when you're checking out Dune charts, make sure to mark the incentive windows to avoid getting thrown off by those inorganic spikes. (dune.com)
Make intents observable: Set up attribution that really captures things like solver/filler actions, post-trade surplus, and private relay usage. Show off “MEV-safe execution” in your product descriptions with actual metrics to back it up. (blog.uniswap.org)
Operationalize 4337 economics: Keep your paymaster budget aligned with activation lifts. Don’t forget to track factory provenance and bundler concentration--this way, you can steer clear of any single points of failure in your infrastructure. Use Dune’s Wallet Report v2 trends to rebalance your vendors every quarter. (community.dune.com)
Harden BI beyond L1 BTC flows: Your risk isn’t just tied to stablecoins; it’s cross-chain, too. So, set up rules for TRON bridges, chain-hops, and the adjacency of sanctioned exchanges. (trmlabs.com)
Debias “activity” metrics: If Flashbots shows that bots are soaking up Base capacity, focus more on “effective user throughput,” “unique funded wallets,” and “retained UserOps” instead of just looking at gross transaction counts. (theblock.co)
Use label-driven cohorts, not identity: Nansen’s labeled segments let you analyze personas without getting into PII territory. Pair this with your event schema to work out LTV by wallet archetype, like “first-time CEX bridge to Base.” (coindesk.com)

Build-your-stack: quick buyer’s guide

For CI
- Grants/incentives: Check out the programs from the Arbitrum Foundation or dive into the Optimism Retro Funding forum threads. You can find more info here: arbitrum.foundation.
- Emissions/unlocks: Take a look at the “post‑unlock claimed” and “1‑year emission” views on TokenUnlocks/Tokenomist. Here's the link: insights.unlocks.app.
- Strategy signals: For updates on v4 hooks, UNIfication, and CCA auctions, check out the Uniswap Labs blog. You can find it here: blog.uniswap.org.
For BI
- Use Chainalysis, TRM Labs, and Elliptic for screening and investigations. Make sure to cover cross‑chain/path reconstruction, sanctioned-entity telemetry, and TRON/USDT heuristics. More details are available at: chainalysis.com.
For OUI
- Dune is great for analyzing L2/4337/intents KPIs, while Nansen is perfect for exploring labeled cohorts and wallet segmentation. Check it out here: community.dune.com.

What each discipline produces in practice

CI deliverables
- A weekly memo that covers “market shifts” (think grants, emissions, and any protocol changes), along with next-best build/ship recommendations and competitor playbooks that align with incentive windows.
BI deliverables
- Cross-chain risk scorecards, reporting on sanctions adjacency, SAR-ready case files, and assessments of partner exchange risks.
OUI deliverables
- Activation dashboards (like TTFA and subsidy-to-activation), retained UserOps cohorts, reports on solver attribution, and KPI reports for MEV-safe execution.

Where 7Block Labs fits

CI: We create incentive and emissions radars along with intent adoption trackers, then turn them into a roadmap and launch calendar that your product and business development teams can actually use.
BI: We handle vendor screening, establish cross-chain typologies, and automate investigations--helping you ship faster and avoid pesky compliance surprises.
OUI: We set up 4337 funnels, manage paymaster budgets, and track intents attribution with schemas ready for your data warehouse and insights backed by Dune and Nansen.

Looking for an easy “one-click” baseline? We've got you covered with our 30-day starter pack. This includes L2, intents, 4337 telemetry, CI radar dashboards, and BI risk rules fine-tuned for your flows. With this setup, you'll be able to make decisions based on up-to-date, chain-specific data instead of relying on outdated web reports.

TL;DR takeaways for 2026

Let’s not mix up CI, BI, and OUI--they’re each their own thing with unique data sources and KPIs, so keep them separate.
Focus your analytics on L2s, intents, and 4337 rather than just L1 transactions or “wallet installs.” Check out this dune.com article for more insights.
Consider the risks tied to stablecoins and cross-chain activities, and invest in understanding laundering paths; a big chunk of illicit volume comes from sanctions exposure. More info can be found at trmlabs.com.
When it comes to MEV spam, let's rethink the metrics; it’s better to assess execution quality through private routing and solver outcomes instead of just counting transactions. You can read up on this at theblock.co.
For growth, use labeled cohorts instead of focusing on identities-- leveraging privacy-preserving segmentation is definitely a competitive edge. Check out the details at coindesk.com.

If you're looking to set up these three intelligence pillars at the same time, 7Block Labs can get your dashboards, risk rules, and cohort analytics up and running in just weeks--not months.