Research Solutions Built a Layer for AI Agents — Now It Needs the Market to Believe It
Q4 FY26: 16 million agent reads, $800K of AI ARR, and a stock 49% off its high — the vocabulary changed faster than the tape
RSSS · Earnings Call · 2026-09-09
A vocabulary swap in the middle of a drawdown
Research Solutions is a $73 million software company whose shares trade at 1.5x revenue, some 49% below their December 2024 high and 22% below May's peak — and on 9 September it reported its most AI-soaked quarter yet. That mismatch is the whole story. The keyword record shows the company's own story mutating. A year ago the lexicon was AI rights and an AI strategy; two quarters ago it was the headless strategy — let big customers wire an API into their own internal LLMs. This quarter the language is concrete, shipped and agentic: agentic access, Scite MCP, Article Galaxy MCP, a publisher Gateway, and a Meter to bill agent usage. The company stopped describing a strategy and started describing a live product layer. “Since we launched the Article Galaxy and Scite MCP connectors in February, AI agents have performed more than 16 million scholarly reads through Scite.” — Josh Nicholson, Chief Strategy Officer · 2026-09-09 The sharper detail is that agent traffic overtook the company's own assistant interface in June — usage didn't shrink, it moved, from a browser tab into Claude, ChatGPT and Copilot. For a business whose legacy document delivery volume is under pressure, that migration is the bet: the same force eroding per-article sales is, in Josh Nicholson's framing, “creating demand for verified search, verification and rights cleared access, and that demand is landing on our recurring platform business.” — Josh Nicholson, Chief Strategy Officer · 2026-09-09Small revenue, real math
The dollar proof is still small but the gradient is steep. CFO Dave Kutil put total ARR at $22.5 million, up 7.8%, split into $16.2 million B2B (+14.1%) and about $6.3 million of B2C. AI-related ARR was $800,000, up 125% sequentially from the prior quarter, against essentially zero a year ago. Roy Olivier sized the context: “that $800,000 number is out of a net ARR growth for the year of, I think, $1.8 million or $1.9 million” — Roy Olivier, Chairman and Chief Executive Officer · 2026-09-09 — i.e. agentic access accounts for close to half of the year's net new recurring revenue, off a base of nothing. MCP deals were almost entirely upsells into existing Scite accounts and roughly doubled the contract, while the first Article Galaxy MCP wins landed as new logos. Roughly three-quarters of MCP usage now comes from paid plans, not free ones. The mix shift is doing the heavy lifting on profitability even as headline revenue slips. Total revenue fell to about $12 million, down 4% year over year, yet gross margin reached 51.7%, up 2.2pp, with the platform now 43% of revenue at 87% gross margin versus 26% in transactions. Operating margin of 8.6% and a net margin of 7.1% are the payoff; the stock's 13.1x free cash flow multiple says investors aren't paying for it.Riding a real wave — in the wrong pond for the tape
Agentic is a genuine market wave, not a company quirk. Agentic AI entered the global keyword set back in 2024Q4, and in the last five days alone reporters as varied as SailPoint (Agentic Suites), TTAN (agentic capabilities) and Gloo led with agentic language. RSSS sits squarely on that trendline. But the tape's money is elsewhere. The 360-day global advancers are led by AI data centers (45 names up), high-bandwidth memory and co-packaged optics — the plumbing of AI capex. RSSS sells a rights-cleared access layer to that world, adjacent rather than inside it, which helps explain how an unambiguously positive AI quarter arrives with shares in a drawdown.The honest bear case, in the company's own words
Nicholson and Olivier are unusually candid about the risks. Transaction revenue is guided to a low-single-digit decline; B2C is "flat" as cost-sensitive individual researchers are fought over by more competitors (a concern voiced as far back as November 2025 and February 2026); and the pricing model for agentic access is still unsettled. Olivier flagged it earlier: “we've historically always looked at how many users are using the product. Looking forward, some of our customers that have implemented this technology are doing 200,000 calls a month... that's going to be a different pricing model.” — Roy Olivier, President and Chief Executive Officer · 2026-02-12 The biggest structural risk is that publishers simply build their own connectors; RSSS's defense is the long tail — 1,800 publishers and 160 million articles that no single publisher can aggregate. The retention linkage is the tell: customers who adopt MCP "retain at far higher rates," and renewal and retention re-entered the company's keyword set with force this quarter, alongside a new publisher Gateway program with about 40 publishers indexed. With $12.6 million of cash, no debt, and a stock management plainly considers mispriced, Olivier closed on the capital-allocation angle:That is the bet in one sentence: a micro-cap that spent FY26 converting an abstract AI narrative into a metered, shipped, agent-native product line, now asking the market to price the option. The evidence — 16 million agent reads, $800K AI ARR nearly half of net new ARR, retention improving — is real but small; the tape, obsessed with data-center capex, has yet to vote. The next two quarters will show whether the layer becomes revenue or remains a slide.We do recognize that our stock price is far below where we think it should be and are evaluating all options to increase shareholder value, including stock buybacks or other ways to use the cash to directly impact that.