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Built from the
data up.

We helped AIQ Markets build a corporate bond intelligence platform from scratch - the data infrastructure, the AI agents, AIQ Insight as the flagship product, and the commercial strategy. What used to take traders 10+ minutes now takes under 30 seconds.

Ashfia Tough

Ashfia Tough

August 2026

AIQ Markets Bond Discovery Tool
Data.

Purpose-built bond-data pipelines. CUSIP, FINRA TRACE, Treasury benchmarks, MarketAxess, and Moody's - normalised and queryable. 50M+ trades.

Agents.

AI agents powering AIQ Insight, with Direct and X for execution and platform access. Bond discovery, portfolio construction, and ladders.

Build.

AIQ Insight shipped with AI-accelerated engineering, backed by Direct and X. SOC 2 Type II certified. NVIDIA Inception member.

Strategy.

Commercial positioning from people who've worked capital markets. Go-to-market, pricing, and sales strategy.

Built for bond
data, properly.

Purpose-built pipelines for latency, freshness, and how traders actually query bond data. Serious warehouse stack, including Snowflake where it earns its keep.

Data architecture

CUSIP Global Services
FINRA TRACE (50M+ trades)
Treasury Benchmarks
MarketAxess
Moody's Credit Ratings
ETL & Normalisation
Query Layer

What the product
does.

Flagship

AIQ Insight

The flagship: natural language search across FINRA TRACE, CUSIP reference data, Treasury benchmarks, MarketAxess, and Moody's ratings - in one place. What used to take 10+ minutes of terminal navigation now takes under 30 seconds. Liquidity scoring, spread trends, and benchmark comparisons with full audit trails.

Portfolio Construction & Optimisation

AI-assisted portfolio building, optimisation, and rebalancing. The copilot considers diversification, duration risk, credit exposure, and yield targets, then suggests allocations and flags concentration risks. Trade analysis down from 10 minutes to 15 seconds.

Ladder Builder

Automated ladder construction across maturity dates, optimised for yield and reinvestment timing. Investors specify their horizon and cash flow needs, and the copilot builds a balanced ladder in seconds. Bond ladder building down from 15 minutes to 20 seconds.

AIQ Direct & AIQ X

Secondary product lines: AIQ Direct connects discovery to execution, and AIQ X gives software partners API access to embed bond intelligence in their own platforms. Insight is the core; Direct and X extend the reach.

Trust and
quality.

Institutional buyers need more than a clever demo. Answers have to be grounded, measurable, and safe to put in front of a desk.

  • Moody's credit ratings in the data layer; rating claims evidence-gated before they surface in answers
  • Evaluation framework with a release gate covering accuracy, completeness, and style
  • Confidence scoring on answers so users can see when to dig deeper
  • Multi-model LLM routing - the right model for the job, not one model for everything
“AIQ Insight delivers institutional-grade intelligence, auditability, and speed to U.S. corporate credit.”
Stephen Whyman - FMR Head of Debt Capital Markets, EMEA, Fidelity

Building for
capital markets?

We bring AI engineering and domain expertise. Data, agents, product, and commercial strategy from the same team.

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